docs(research): experimental belief-state + program-synthesis research thread - #164

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drewstone merged 2 commits into
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docs/belief-state-research
Jun 5, 2026
Merged

docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
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docs/belief-state-research

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@drewstone

@drewstonedrewstone commented Jun 5, 2026

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Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).

These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).

What's here

DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.

Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.

Review notes

  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.

🤖 Generated with Claude Code

@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone merged commit eb69eea into mainJun 5, 2026
1 check passed
@drewstonedrewstone mentioned this pull request Jun 5, 2026
Merged
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@drewstone
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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}
} 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
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

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Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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@drewstone

, '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
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

Copy link


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Contributor
Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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@drewstone

, '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('^' + ".*" + '

Skip to content
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

Copy link


Copy Markdown

Contributor
Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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@drewstone

, '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" + '

Skip to content
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

Copy link


Copy Markdown

Contributor
Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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1 participant

@drewstone

, '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
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

Copy link


Copy Markdown

Contributor
Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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1 participant

@drewstone

, '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");
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try {
var __m = "*";
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docs(research): experimental belief-state + program-synthesis research thread - #164
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drewstone merged 2 commits into
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docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
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@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

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Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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, 'i');
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} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
docs(research): experimental belief-state + program-synthesis research thread - #164
Merged
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Jun 5, 2026
Merged
docs(research): experimental belief-state + program-synthesis research thread#164
drewstone merged 2 commits into
mainfrom 
docs/belief-state-research
Conversation
@drewstone
@drewstonedrewstone
commented
Jun 5, 2026

Copy link


Copy Markdown

Contributor
Lands the recent experimental research drafts on main so other agents can review them on a small, clean surface (decoupled from the large in-flight gen-6 feature branch).
These are research-track, not the canonical spine. On any architecture conflict, docs/architecture.md still wins. Each draft carries its own Status: banner — none of this is shipped or adopted; the belief-state learner is explicitly BUILD-ON-GREEN (gated on a positive diverse@k-vs-blind gate that has not yet been run).
What's here
DocStatusGist
belief-state-learner-spec.mdBUILD-ON-GREEN (gated)Blueprint for the cross-run belief-state / program-synthesis learner, stress-tested against the shipped substrate. Design, not a build order.
belief-agent-research-agenda.mdoffline tier ready · learner tier gated7-lens ranked agenda, grounded against the gate result (judge-blind selection loses; the win needs a deployable checker).
program-research-plan.mdfund-or-kill auditHonest verdict: kill the RSI frame, park orchestration, ship the instrument + abstention.
codex-techniques-audit.mdadvisoryCodex adoption report (succinct-code + orchestration techniques); verify file:line before acting.
Indexed in docs/research/README.md (Documents + Source-artifacts tables) so they're not orphaned.
Review notes
  • Docs-only; no code changes; merges cleanly into main.
  • Cross-link the existing research docs already on main (recursive-execution-atom.md, architecture-alternatives.md, observed-orchestration-patterns.md).
  • File references point at src/loops/ (main's layout). The gen-6 branch renames that to src/runtime/; refs update if/when that branch merges.
🤖 Generated with Claude Code
@drewstone
docs(research): land experimental belief-state + program-synthesis re…
37b4374
…search drafts
Forward-looking research-track drafts (advisory, NOT the canonical spine), each carrying
its Status banner: belief-state-learner-spec (BUILD-ON-GREEN, gated on a positive diverse@k
gate), belief-agent-research-agenda (offline-on-committed-corpora tier + gated learner tier),
program-research-plan (fund-or-kill audit), codex-techniques-audit (codex adoption report).
Cross-link the existing research docs; reference src/loops/ (main's layout).
@drewstone
docs(research): index the belief-state research thread in the researc…
6f079d0
…h README
@drewstone
drewstone
merged commit eb69eea
into
mainJun 5, 2026

1 check passed

@drewstonedrewstone
mentioned this pull request
Jun 5, 2026
 Merged

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1 participant

@drewstone