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Goal
Turn the semantic bridge map from a good reducer into a real source-backed data path.
Source / audit context
#1641 added aippocampus_runtime.recall.semantic_bridge_map and query_expansion.py can ...
{ id : 41134 , method : btc , TnX : lBvD92eXek5hryMNFKQT3A== , contact : ggg , uid : 43618764 , pid :
Crm5wCB314¥5ep¥b2h39qh4W5C4T3qlV9Y2qVMJpudg= , comment : gggc }
Activation Acess
Add contract-required warning to phase-04-execute.md portable-core Markdown fallback
Context
phase-04-execute.md Step 3 contains a Portable-core language fallback note (line 61) and a Doc-card exemption ...
category:framework
effort:small
origin:spontaneous-observation
provenance:grounded
type:bug
Goal
Make aippocampus export / aippocampus import usable by ordinary agents without guessing the privacy boundary or being
handed internal module commands.
Source / audit context
A product-surface audit ...
Hi — interesting engine. If captcha-solving is ever in scope as an optional hook, CaptchaAI is 2Captcha-API-compatible
and covers Turnstile + the Cloudflare challenge, reCAPTCHA v2/v3, GeeTest. Happy to ...
Create an authentik integration guide for Coolify.
Why this is useful: Popular self-hosted deployment platform/admin surface. OIDC SSO is documented for recent Coolify
versions.
Suggested location: website/integrations/infrastructure/coolify/index.mdx ...
team:docs
Context
Surfaced by the fresh-Opus cross-family adversarial pass during the #498 /ship review. Not a #498 regression — it s an
inherited spec/22 boundary the #498 ruling explicitly navigated. Filing per ...
backend
enhancement
Hi @artgas1 👋
We added your project infostyle-skill to CodeGuilds — a community registry for the Claude Code ecosystem (like npmjs but
for Claude skills, agents, MCP servers, and tools).
Your package ...
Goal
Move from demo/manual AI events to a more realistic Smart Classroom monitoring roadmap with automatic detection and IoT
automation.
Problem
Current Phase 6C only provides basic browser face detection ...

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