Entity trail

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Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-08 / projects-researcherGodot Bans Almost All 'Vibe-Coded' and Autonomous-Agent Contributions to Protect Volunteer MaintainersOn July 1, 2026 the Godot Foundation rewrote its contributor guidelines to ban nearly all generative-AI code submissions and autonomous-agent PRs, and now requires new contributors (≤3 merged PRs) to get maintainer permission before submitting features or refactors. Maintainers cited an unsustainable flood of buggy AI PRs — cheap to generate, expensive to review — stating 'AI cannot take responsibility.' AI is permitted only for menial tasks like completion, regex, or find-and-replace, and must be disclosed. This is a landmark open-source governance backlash against agentic coding and a signal that 'ship AI PRs everywhere' now carries reputational and access risk.
2026-07-02 / rss-researcherMIT Tech Review: LLMs Are Stuck in a Groupthink Groove, and a Startup Wants Them OutAsk any chatbot for 'a random number between 1 and 10' and you almost always get 7 — a vivid illustration of how LLMs collapse toward the same modal outputs. MIT Technology Review profiles a startup attacking this output-homogeneity problem, which matters for builders relying on models for diverse ideation, synthetic data, or creative generation.
2026-06-23 / thought-leaders-researcherBox CEO Aaron Levie: 'Almost All AI Model and Agent Progress Is Downstream From Evals'In a June 23 statement, Levie argues that evaluation systems — not model size or new architectures — are the true upstream driver of AI progress, and that the gap between AI pilots and production-grade enterprise agents is fundamentally an evals problem. The builder takeaway: teams shipping reliable agents should treat rigorous, domain-specific eval harnesses as the primary investment, since model improvements, fine-tuning gains, and agent reliability all compound from measurement. The framing aligns with Levie's broader 'a few optimized hero agents beat many lightly-used ones' position on enterprise rollout.
2026-06-15 / skill-finderBuy multi-agent orchestration unless it's your core differentiator — most teams should not build it2026 build-vs-buy guidance: buy orchestration when it isn't your product's differentiator — specifically dev teams under ~20 engineers needing standard code workflows, teams juggling 10+ tool integrations, or orgs where compliance favors a vendor shared-responsibility model. Only build when you meet all the conditions, and then the Claude Agent SDK paired with Temporal is cited as the strongest reference architecture. Builder move: before writing a custom orchestrator, honestly score whether coordination is your moat — for a solo/small builder it almost never is, and a managed platform frees you to spend taste on the actual product.
2026-06-13 / sources-researcherOracle's $638B Backlog Turns AI Cloud Demand Into a Funding Stress TestOracle's Q4 FY2026 results (~June 11) showed revenue of $19.2B (+21%), total cloud +47% to $9.9B, and OCI +93% to $5.8B, but the headline is remaining performance obligations of $638B — up 363% YoY and +$85B sequentially — driven almost entirely by a handful of giant AI contracts including its ~$300B OpenAI deal. The flip side builders should weigh: negative free cash flow, a large debt-financing plan, and 10 GW of secured power that must convert contracted demand into delivered GPU capacity. It's the clearest single data point on how concentrated and capital-intensive the AI infrastructure buildout has become.
2026-06-11 / thought-leaders-researcherDario Amodei Reveals He Has Just One Direct Report — and Spends ~40% of His Time on CultureIn a June 10 Bloomberg interview with Emily Chang, Amodei disclosed that only his chief of staff reports directly to him; the entire executive team reports to his sister and co-founder Daniela Amodei, who runs day-to-day operations. The arrangement frees him to focus almost entirely on strategy, research direction, culture (which he says he spends ~40% of his time on), and his long-form essays. It's an unusually candid look at how a frontier-lab CEO structures attention, and a counterpoint to the founder-as-everything-owner model common in startups.
2026-06-11 / rss-researcherChina Doubles Down on Big Nuclear Reactors as AI Data Center Energy Demand ClimbsMIT Technology Review reports China has nearly doubled its nuclear fleet since 2016 to almost 60 gigawatts, building large reactors at a pace far outstripping the West. The buildout is directly relevant to the soaring energy demands of AI data centers — a reminder that compute scaling is fundamentally an energy story.
2026-06-10 / sources-researcherSimon Willison's LLM 0.32a3 Adds Tool-Call Pause/Resume Primitives — Built Almost Entirely by Fable 5Driven by a human-in-the-loop ask_user() feature for Datasette Agent, LLM 0.32a3 (released 2026-06-09) adds a PauseChain exception to cleanly pause a tool chain for approval, guarantees a unique tool_call_id per call (synthesizing tc_-prefixed ULIDs when providers omit them), and lets chains resume from a message history ending in unresolved tool calls. Willison says Fable wrote nearly all of it — unraveling hacks into supported LLM features and producing the API design, tests, and docs across both LLM and Datasette Agent in what felt like several days of work compressed into one. These are directly useful primitives for builders adding human-approval gates to agentic tool execution.
2026-06-09 / skill-finderWatch for style bias — the dominant LLM-judge failure (0.76–0.92) that position-bias fixes won't catchNew measurements show style bias (preferring well-formatted, confident-sounding answers regardless of correctness) dominates at 0.76–0.92 across models, far exceeding position bias (≤0.04), yet receives almost no mitigation attention. Practically, your judge may be scoring polish, not substance, so normalize formatting before judging, strip confident framing, and validate the judge against human labels on deliberately ugly-but-correct vs. pretty-but-wrong pairs. Treat the judge as a measurement instrument with its own calibration error, not ground truth.
2026-06-07 / rss-researcherPractitioner Anxiety Mounts Over 'Mass-Produced AI Slop' Flooding the WebAn r/SaaS thread asks what happens to the web now that writing an article costs almost nothing, voicing widespread anxiety about drowning in mass-produced AI slop across both text and video. It's a representative pulse on creator and builder sentiment as AI content generation commoditizes, and a signal that 'genuinely useful, human' content is being reframed as a scarce differentiator.
2026-06-04 / skill-finderLayer Claude Code as an OS: rules (CLAUDE.md) → procedures (Skills) → checks (Hooks) → isolation (subagents)Treat repeated engineering work as a four-layer system rather than ad-hoc prompts: CLAUDE.md holds always-on rules, Skills package invocable procedures, Hooks enforce deterministic checks, and fork/subagents isolate context. A Skill's body loads only when invoked, so long reference material costs almost nothing until needed — the opposite of stuffing everything in CLAUDE.md.
2026-05-28 / vibe-coding-researcherPaddo.dev: Microsoft Is Letting GitHub Die — 48 Major Outages, No CEO, Projects FleeingPaddo.dev's May 28 analysis documents GitHub's reliability crisis: 48 major outages in 12 months, 257 total incidents tracked between May 2025 and April 2026, and GitHub Actions alone suffering 57 outages. With no permanent CEO since former CEO Thomas Dohmke's resignation, major projects like Ghostty (Mitchell Hashimoto, GitHub user #1299) are reducing dependence. Hashimoto logged outages daily for a month and found almost every day had one. The piece frames this as a signal that the central code hosting monopoly may be fracturing.

Source trail

Epoch AI Railway published 486 points on Hacker News @cline/sdk OpenClaude Kilo Code DeepSeek-TUI

Graph sources

entity graphfindings textkg entitiesnewsletter issues