Laserbrain – the adaptive recursion harness for AI agents
attach it · one URL, no SDKPoint any MCP-capable agent at one URL. Each step it calls check_state with its spelled state, and laserbrain — remembering the agent’s ground state across the run — tells it whether it has drifted and should return. Paid tiers add retained drift history, spiral alerts and a fleet view — you pay to see your agents drift over time, not for the check.
- ▪attach it · one URL, no SDKPoint any MCP-capable agent at one URL.
- ▪Each step it calls check_state with its spelled state, and laserbrain — remembering the agent’s ground state across the run — tells it whether it has drifted and should return.
- ▪Paid tiers add retained drift history, spiral alerts and a fleet view — you pay to see your agents drift over time, not for the check.
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,283 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Phronesis |
| Canonical URL | https://phronesis.world/laserbrain/ |
| Publication time | Fri, 24 Jul 2026 16:08:01 +0000 |
| Retrieval time | 2026-07-24T16:09:13.551Z |
| Last seen | 2026-07-24T16:09:13.551Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | TvijdfnkfpCz |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
attach it · one URL, no SDKPoint any MCP-capable agent at one URL. Each step it calls check_state with its spelled state, and laserbrain — remembering the agent’s ground state across the run — tells it whether it has drifted and should return. The same URL is a small suite: the check, a self that persists across sessions, Alice’s framework guidance, and the spectral grammar.# laserbrain — one MCP URL, a suite of tools for agents laserbrain-mcp.degibug.workers.dev/mcp # the check — the proven core (free at small scale) check_state { goal, progress, distance } -> { drifting, reason, phi, advice } get_history # this run's drift trace + net token cost reset_task # begin a new task drift_grammar # the fixed schema (also free at /api/laserbrain/grammar) # memory — a self that persists across…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Phronesis.
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