Frontier Labs
A weekly roll-up of frontier model, lab, and platform movement.
Scope
Subject: Frontier AI labs, model launches, infra shifts, org changes, and strategic signals
Timescale: Weekly, but willing to connect short bursts to longer arcs when they matter
Shape slug: survey-synthesis-loop
Lighter roll shape: broad survey, direct synthesis, one draft/review pass, then publish.
Stages
- survey
{ "mode": "broad", "expects_ground_truth": true } - synthesis
{ "compress_for_reader_confidence": true } - draft
{ "target_length": "briefing" } - review
{ "revise_in_place": true } - output
{ "publish_source": "review" }
Stage Primitives
- [draft] Draft Issue
Write the issue draft. Keep the prose compressed, rigorous, and reader-oriented. Every major claim should remain traceable to evidence. Preserve dates and concrete facts.{ "use_web_search": false, "objective": "Produce the first publishable draft." } - [output] Publish Output
Publish the final reviewed issue.{ "source_node": "review" } - [review] Review And Revise
Review the draft against evidence discipline. Remove unsupported assertions, tighten structure, and revise in place into the final publishable issue. Keep the reader able to audit the reasoning.{ "use_web_search": false, "objective": "Revise the draft into the final issue after a rigorous review pass." } - [survey] Grounded Survey
Survey the space before narrowing. Favor direct evidence, concrete dates, and source diversity. Do not smooth over uncertainty. Distinguish noisy chatter from durable signals and capture why a reader should care.{ "use_web_search": true, "objective": "Map the relevant search space, identify candidate threads, and preserve evidence for downstream stages." } - [synthesis] Evidence-Led Synthesis
Synthesize the evidence into a structure that helps the reader form their own epistemic confidence. Explain what is known, what is inferred, what changed the picture, and what remains weak.{ "use_web_search": false, "objective": "Distill the surveyed and researched material into a coherent, evidence-led synthesis." }
Epistemic Primitives
- [*] Evidence Ledger
Carry forward evidence explicitly. For every load-bearing claim, preserve at least one concrete source so the reader can inspect the chain themselves. - [*] Verification Before Style
Do not trade factual uncertainty for cleaner prose. If a claim is weakly supported, say so plainly. - [*] Reader Confidence
Organize information so a careful reader can form their own confidence, rather than asking them to trust the narrative voice. - [survey] First Principles Subtle
Favor ground truth, verify claims, and avoid taking convenient narratives for granted, even when the prose does not announce this explicitly. - [synthesis] First Principles Subtle
Favor ground truth, verify claims, and avoid taking convenient narratives for granted, even when the prose does not announce this explicitly.
Evidence Sources
- [survey] Frontier Survey Web
Broad survey of frontier AI labs, model launches, infra shifts, company disclosures, regulatory filings, major partnerships, and other high-signal primary or reputable secondary sources.{ "recency_days": 7, "source_type_description": "lab blogs, official product notes, SEC filings, earnings coverage, infrastructure reporting, reputable technical reporting", "query_hints": [ "frontier labs launches", "AI infra expansion", "model and platform releases", "funding, M&A, org changes" ], "max_evidence_items": 12 } - [survey] X Bookmarks
Authenticated bookmarks from the configured X user. Use as a private seed surface only; treat it as a starting point, not as evidence by itself.{ "user_id": "me", "max_results": 20 } - [survey] X Likes
Authenticated likes from the configured X user. Use as a weak-interest seed surface only; verify anything important elsewhere.{ "user_id": "me", "max_results": 20 }