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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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  6. TinyRecursiveModelsAA TinyRecursiveModelsAAPublic

    Forked from SamsungSAILMontreal/TinyRecursiveModels

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content
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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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  1. smartsheet-controller smartsheet-controllerPublic

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    Python 3 1

  2. Python_Ta_Mere Python_Ta_MerePublic

    JavaScript 1

  3. spec-kit spec-kitPublic

    Forked from github/spec-kit

    💫 Toolkit to help you get started with Spec-Driven Development

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    Collection of leaked system prompts

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    Forked from elder-plinius/CL4R1T4S

    LEAKED SYSTEM PROMPTS FOR CHATGPT, GEMINI, GROK, CLAUDE, PERPLEXITY, CURSOR, DEVIN, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐

    1

  6. TinyRecursiveModelsAA TinyRecursiveModelsAAPublic

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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
View Abdeltoto's full-sized avatar
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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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    LEAKED SYSTEM PROMPTS FOR CHATGPT, GEMINI, GROK, CLAUDE, PERPLEXITY, CURSOR, DEVIN, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐

    1

  6. TinyRecursiveModelsAA TinyRecursiveModelsAAPublic

    Forked from SamsungSAILMontreal/TinyRecursiveModels

    Python 1

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


Popular repositories Loading

  1. smartsheet-controller smartsheet-controllerPublic

    Talk to Your Smartsheet - AI copilot with 53 tools, 80 formulas, voice control, streaming, and MCP server

    Python 3 1

  2. Python_Ta_Mere Python_Ta_MerePublic

    JavaScript 1

  3. spec-kit spec-kitPublic

    Forked from github/spec-kit

    💫 Toolkit to help you get started with Spec-Driven Development

    Python 1

  4. leaked-system-prompts leaked-system-promptsPublic

    Forked from jujumilk3/leaked-system-prompts

    Collection of leaked system prompts

    1

  5. PROMPTE-SYS-2 PROMPTE-SYS-2Public

    Forked from elder-plinius/CL4R1T4S

    LEAKED SYSTEM PROMPTS FOR CHATGPT, GEMINI, GROK, CLAUDE, PERPLEXITY, CURSOR, DEVIN, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐

    1

  6. TinyRecursiveModelsAA TinyRecursiveModelsAAPublic

    Forked from SamsungSAILMontreal/TinyRecursiveModels

    Python 1

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content
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Highlights

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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


Popular repositories Loading

  1. smartsheet-controller smartsheet-controllerPublic

    Talk to Your Smartsheet - AI copilot with 53 tools, 80 formulas, voice control, streaming, and MCP server

    Python 3 1

  2. Python_Ta_Mere Python_Ta_MerePublic

    JavaScript 1

  3. spec-kit spec-kitPublic

    Forked from github/spec-kit

    💫 Toolkit to help you get started with Spec-Driven Development

    Python 1

  4. leaked-system-prompts leaked-system-promptsPublic

    Forked from jujumilk3/leaked-system-prompts

    Collection of leaked system prompts

    1

  5. PROMPTE-SYS-2 PROMPTE-SYS-2Public

    Forked from elder-plinius/CL4R1T4S

    LEAKED SYSTEM PROMPTS FOR CHATGPT, GEMINI, GROK, CLAUDE, PERPLEXITY, CURSOR, DEVIN, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐

    1

  6. TinyRecursiveModelsAA TinyRecursiveModelsAAPublic

    Forked from SamsungSAILMontreal/TinyRecursiveModels

    Python 1

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content
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Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

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Abdeltoto/README.md
Abdel Atia — PhD, DMV, AI Architect
Typing SVG



« I don't replace humans. I give them superpowers. »
(Also: I once treated a lion. The lion did not submit a PR. I learned humility.)


31 merged · 25 upstream · 13 reviews

🧬 plot twist

Most people pivot from vet schoolclinic.
I pivoted from vet schoolmicrobiome PhD15 years of self-taught codeshipping OMML→MathML converters before breakfast.

classAbdelAtia:
degrees= ["PhD (Biopharmaceutics)", "DMV (Veterinary Medicine)"]
superpower="Speaks cells, Python, and LLMs — often in the same sentence."origin_story="Fell in love with code as a kid. Never recovered."side_quests= {"countries": 64, "certifications": 8, "papers_per_year": "300+"}
defdaily_loop(self):
return"☕ → 🐛 → 🔀 merge → 📚 read → repeat"deftreat(self, patient):
ifpatient.species=="Panthera leo":
return"Handled. No unit tests required."returnself.rag_pipeline.ingest(patient.data)

IBMHarvard



🌍🏆📚
648300+
countriescertspapers/yrcoffees

📖 the long version (still readable)

🧒 Origin — Self-taught coder since childhood. BASIC → C → Python → agents.

🎓 Academic — DMV (yes, lions in Africa). PhD in biopharmaceutical sciences.

🚀 Now — RAG & agentic AI architect. IBM + Harvard certified (2025–2026).

Common thread: biology gave me rigor; code gave me leverage; AI lets me fuse both without asking permission.

🔀 open source field notes

Where I leave code that outlives my coffee.



OMML→MathML stack (radicals, n-ary, eqArr, accents…) shipped in stable release notes — 2026-04-17

superdoc-dev/superdoc — 8 PRs merged
SuperDoc

Built the OMML → MathML layer: equation arrays, matrices, n-ary operators, group chars, phantoms, accents, pre-sub-superscripts, box/borderBox. Word math renders natively in the browser.

#2754 · #2753 · #2752 · #2751 · #2750 · #2749 · #2748 · #2747

HKUDS/RAG-Anything — 3 PRs merged
RAG-Anything

Multimodal RAG ingestion: Docling CLI → Python API (#261), OMML equation extraction for DOCX (#262), public asset URL docs (#275).


📦 full merge log — 25 upstream repos (+ 6 on Abdeltoto repos = 31 total)
ProjectPRsWhat shipped
RAG-Anything3Docling API, OMML extract, asset URL docs
Awesome-Bioinformatics1Added Scanpy, EvoDiff
Apache Hamilton2Async builder typing + docs (#1559, #1560)
awesome-neuroscience1DeepLabCut, CaImAn, Elephant
eLabFTW1ELN account-creation security (#6786)
SuperDoc8Full OMML→MathML conversion stack
PyLabRobot1Thermocycler hold-time error (#1010)
awesome-computational-biology1Curated comp-bio tools
gsd-for-cursor1Fixed hooks path ~/.cursor/ (#3)
DeepCritical1MAFFT MCP server (#231)
SCHNAPPs1Fix scExOrg in sample data (#8)
q2-dada21n_reads_learn help text (#191)
palantir-mcp1Windows shell: true fix (#25)
ProBioPred1Modern pyproject.toml scaffolding (#1)
vllm-omni_AA1L5 stability test framework (#1)
SENAITE1Docker quick-start docs (#2)

Recent upstream merges:SCHNAPPs #8 · 2026-06-20 · q2-dada2 #191 · 2026-06-04 · awesome-neuroscience #34 · 2026-05-23

Open upstream PRs:frictionless-py #1775 / #1776 · biopython #5176

Closed without merge (reopenable):airflow #67933 · scipy #25294

Totals from author:Abdeltoto is:pr is:merged · ★ counts live from GitHub — Jul 2026

🔍 code reviews — 13 PRs on third-party OSS
scikit-learn/scikit-learn — 2 reviews
  • #33819 — DOC: alpha_per_target vs cv in RidgeCV
  • #34168 — DOC: rich dependency for ProgressBar
pandas-dev/pandas — 1 review
  • #65738 — DOC: fix outdated matplotlib link (approved)
apache/airflow — 1 review
  • #67905 — Trigger DAG params grid layout
HKUDS/RAG-Anything — 4 reviews
  • #258 — forward system_prompt in aquery_with_multimodal
  • #247 — pass chunk storages to merge_nodes_and_edges
  • #250 — all call sites forward chunk storages
  • #254 — MinerU subprocess timeout

🛠️ what ships when nobody's watching

🔍 RAG Systems
Docs → knowledge → action
Hybrid search · rerank · citations
🤖 AI Agents
Multi-agent orchestration
ReAct · MCP · workflows
🧬 Bioinformatics
FASTQ → species ID
16S · BLAST · metagenomics
⚡ Production APIs
FastAPI · Docker · K8s
Monitored · scalable

🏆 credentials (the paper trail)

🤖 IBM RAG & Agentic AI — 8-course specialization
IBM



LangChain · LangGraph · CrewAI · AutoGen · MCP · Vector stores · Prompt engineering · Multi-agent systems




🎓 Harvard CS50 — 7 courses completed
CS50x ✅ CS50P ✅ CS50 SQL ✅ CS50AI ✅ CS50W ✅ CS50R ✅ CS50 Cybersecurity ✅

🧰 toolbox

🤖 AI Frameworks & Agents

LangChainLangGraphLlamaIndexCrewAIAutoGenHaystackHuggingFaceOpenAIAnthropicMCP

🧠 LLMs · RAG · Vector DBs

GPT-4ClaudeGeminiPineconeChromaWeaviateQdrantMilvus

🧬 Bioinformatics & Lab Tech

BiopythonScanpyQIIME2BLASTSnakemakeNextflow

☁️ DevOps · Cloud · Data

DockerKubernetesAWSGCPAirflowPostgreSQLRedis

🚀 production things

🔍 Enterprise RAG PlatformPRODUCTION

Stack: LangChain · LangGraph · Pinecone · Cohere · GPT-4.1Features: multi-source ingest · hybrid search · self-correcting RAG · citationsImpact: "90% faster research"

🤖 Multi-Agent Research SystemDEPLOYED

Stack: LangGraph · CrewAI · Claude · GPT-4.1 · MCPAgents: Researcher · Analyst · Writer · CriticImpact: "20h/week automated"

🧬 SeqDNA 16SACTIVE

Stack: Flask SPA · BLAST+ · SILVA 138.2 · PERMANOVA · BIOM exportFeatures: 16S pipeline · PDF reports · SaaS tiersImpact: "FASTQ → species ID in minutes"

⚡ Intelligent PipelinesOPTIMIZED

Stack: Airflow · Docker · PostgreSQL · RedisFeatures: self-healing · anomaly detection · auto-scalingImpact: "Zero manual intervention"

📊 github analytics



💡 philosophy & known bugs

classDevPhilosophy:
RULES= [
"If you do it twice → automate it",
"Clarity beats cleverness. Always.",
"Ship fast, iterate faster",
"Good code is code you can delete",
"Best prompt = the one you never write twice",
]
MOTTO="In the name of the Prompt, the Model, and the Holy Iteration 🙏"
- ⚠️ CaffeineDependency: unstable below 3 cups- ⚠️ TabOverflow: 50+ tabs is "normal"- ⚠️ RefactorLoop: "quick fix" → 5h rewrite- ⚠️ CertificationAddiction: 8 and counting+ ✅ RAGObsession: building retrieval 24/7 (WAI)+ ✅ AgentAddiction: agents for everything (feature)+ ✅ HarvardEffect: explains life with O(n) (feature)+ ✅ LionExperience: humility installed permanently

📡 ping me

Typing SVG





Built with ☕ + 🐍 + 🤖 · Certified by IBM + Harvard


Last update: July 21, 2026

No GPU was harmed. Several lions were professionally consulted.


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