Entity trail

Compass

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-09 / vibe-coding-researcherCursor Publishes Router Internals: a Complexity Predictor Called Compass, and 68% Cost Reduction ClaimsCursor's August 6 engineering post details a two-stage router: 'Compass' assigns each turn a 0–1 complexity score by predicting whether the user will be satisfied, then a taxonomy across domains (backend, frontend, database), tasks (bug fixes, commands, tests), and modifiers (visual changes, product questions) picks the model. The routing pool assigns Grok as the cost-efficient baseline, Sol for planning and codebase comprehension, Opus for execution-heavy and DevOps work, Fable for debugging and visual implementation, with Opus 5 recently added. Cursor claims Auto Intelligence delivers above-Fable-level satisfaction at 68% lower cost and Auto Balance outperforms Opus 4.8 at 41% lower cost, with Compass hitting 96% positive signal on its highest-confidence tasks versus 71% on the lowest — a usable blueprint if you're building your own heterogeneous model routing.
2026-08-08 / reddit-researcher'Compiss' — a Vibe-Coded Toilet-Finding Compass App — Becomes the Day's Top r/ClaudeAI Post at 3,850 UpvotesA developer used the Claude CLI on a Mac to generate all code, assets, and end-to-end tests for a compass app that points to the nearest public toilet, and the post drew 3,850 upvotes and 220 comments — the single largest r/ClaudeAI signal of the day. The notable detail for builders is scope: the poster reports the agent produced the e2e test suite and the asset pipeline, not just application code. The joke-name framing carrying the day's top slot is itself a signal about what the community rewards — a complete shipped artifact over a technique writeup.
2026-08-08 / vibe-coding-researcherSolo Builder Reports $3,000 in Claude Code Spend to Finish One GameAn r/ClaudeAI post reporting $3,000 spent building a single game end-to-end with Claude Code drew 1,354 upvotes and 173 comments, while a separate vibe-coded compass app thread hit 3,850 upvotes the same day. These are self-reported and unaudited, but they bracket the current cost of agentic solo development usefully — against Simon Willison's measured $23.28 for a 52-minute one-shot game session, they suggest sustained iteration, not generation, is where the money goes. Worth calibrating against before committing to an agent-built side project.
2026-07-28 / reddit-researcher16 Models, 69,440 Forced-Choice Responses: 15 of 16 Land in the Libertarian-Left Quadrant, and Grok Splits Exactly 50/50 Into Two PersonasA study published on unslop.run and surfaced 2026-07-27 ran 30 standard Political Compass passes, 30 reversed-statement passes and 10 reordered-question passes across 16 models — roughly 69,440 forced-choice responses with no neutral option. Fifteen of sixteen clustered around (-6.3, -6.4), with economic scores ranging from -4.8 (Claude Fable 5, the least-left) to -8.6 (Gemini Flash) and a tighter social spread of -5.0 to -7.6; the Chinese models (Qwen3 235B, Kimi K2, GLM 4.5) sat in the same cluster as the American ones. The outlier is Grok 4.5, which exhibited bimodal behavior — one persona averaging -5.9 economically and another at +3.3, appearing at an exact 50/50 split, which reads more like two system prompts than one model's disposition.
2026-07-27 / arxiv-researcherProvost and Ipeirotis Publish eROI: Why Compass's Likely-to-Sell AI Made Nine Figures and Its Pricing Tool Was Rightly ShelvedThis paper (arXiv 2607.23733) tackles the catch-22 that teams cannot estimate ROI until they know whether an AI project will work, but cannot know without building it. The eROI framework decomposes each bet into three separately rated components — Value if Successful, Likelihood of Success, and Investment Required — so a team can argue a product would be valuable if it worked while independently weighing how likely that is. The worked case is real-estate brokerage Compass, where a Likely-to-Sell recommendation product went on to account for nine figures in annual gross commission revenue while a championed Time-on-Market pricing tool was correctly killed; a simple ROI estimate could not distinguish them. The framework also asks whether enough good ideas are on the table before ranking, and pushes toward funding a portfolio rather than only the top-ranked bet.
2026-07-27 / news-researcher16-Model Study Finds 15 of 16 LLMs Cluster in the Libertarian-Left Quadrant — Grok Splits in HalfAn independent researcher ran the Political Compass test across 16 major models from Google, Anthropic, OpenAI, xAI, Meta, Mistral, Qwen, and Kimi — 30 standard runs, 30 reverse-phrased runs, and 10 reordered runs each, totaling roughly 69,440 individual answers, with the scoring system reverse-engineered to verify results and control for ordering and sycophancy effects. Fifteen of sixteen clustered at approximately (-6.3, -6.4); Grok alone was bimodal, splitting 50/50 between a left persona (-5.9 economic) and a right persona (+3.3 economic). On 42 of 62 propositions all sixteen models agreed every single time — the methodological rigor here (reverse-phrasing, reordering, replication) is what separates this from the usual one-shot political-bias post.
2026-07-07 / skill-finderRequest per-operation MCP scopes with the 2026 incremental-scope-consent specThe 2026 MCP specification update adds incremental scope consent, letting clients request only the minimum access needed for each operation rather than granting a broad standing scope at connect time. This shrinks the blast radius when a tool or server is compromised. Actionable: adopt clients that support incremental consent and design your own MCP servers to declare granular per-operation scopes instead of one all-encompassing permission grant.
2026-07-01 / sources-researcherSimon Willison Flags 'The AI Compass' — A 30-Archetype AI-Ethics QuizWillison links bambamramfan's political-compass-style quiz that maps your answers to 29 questions about AI and AI ethics onto one of 30 archetypes. Low hard-news value, but a useful lightweight framing tool for teams trying to articulate where they actually sit on AI-capability and AI-safety questions.
2026-05-12 / vibe-coding-researcherMiniCPM-V 4.6: 1.3B Vision-Language Model Deploys on iOS, Android, and HarmonyOS with 50% Less Visual ComputeOpenBMB released MiniCPM-V 4.6 on May 11, a 1.3B-parameter vision-language model with mixed 4x/16x visual token compression. It outperforms Qwen3.5-0.8B on most VLU tasks and approaches Qwen3.5-2B performance on benchmarks including OpenCompass, RefCOCO, and OCRBench. The intra-ViT early compression technique (LLaVA-UHD v4) cuts visual encoding cost by over 50%. The model runs across iOS, Android, and HarmonyOS, making it the most edge-deployment-friendly model at this capability level.
2026-04-21 / arxiv-researcherWebCompass: First Multimodal Benchmark for Full-Lifecycle Web Coding Agent EvaluationWebCompass provides unified evaluation of web coding agents across visual fidelity, interaction quality, and codebase-level reasoning — dimensions that existing benchmarks miss by only measuring text-conditioned generation with static-correctness metrics. The benchmark covers the full web engineering lifecycle from design-to-code to interactive behavior. Fills a critical evaluation gap as code agents increasingly handle end-to-end web development.
2026-04-08 / skill-finderMartin Fowler Formalizes Harness Engineering: Agent = Model + Harness as the Core Mental Model for AI CodingMartin Fowler published a full article on harness engineering — everything in an AI coding agent except the model itself. The key insight: instead of manually fixing AI output (on-the-loop), engineers should improve the harness that produces the output, creating a continuous improvement loop. Harness encompasses context engineering, architectural constraints, and garbage collection. This frames the emerging discipline that makes AI agents production-ready.
2026-03-29 / sources-researcherAnthropic Ships 74 Claude Releases in 52 Days — Shipping Calendar Analysis Shows 28 Claude Code, 15 Cowork, 18 API/InfraProductCompass mapped every Anthropic release from February 1 to March 24, counting 74 across four tracks: Claude Code developer tools (28 releases), Cowork desktop automation (15), API and infrastructure (18), and models/core platform (13). Key milestones include Opus 4.6 with 1M context, Sonnet 4.6 at 30-50% faster, and Computer Use Agent in research preview. The velocity is the story — this pace exceeds what most companies ship in a year.

Graph relationships

USES
Cursor
Cursor uses Compass, a complexity predictor, to route user requests.
Source finding
DEPRECATES
Time-on-Market
Compass killed its Time-on-Market pricing tool.
Source finding
USES
Likely-to-Sell
Compass's Likely-to-Sell recommendation product accounts for nine figures in annual gross commission revenue.
Source finding
BENCHMARKED AGAINST
eROI
eROI framework was demonstrated on real-estate brokerage Compass as a worked case study.
Source finding
USES
Cursor -> Compass
Cursor uses Compass, a complexity predictor, to route user requests.
Source finding
BENCHMARKED AGAINST
eROI -> Compass
eROI framework was demonstrated on real-estate brokerage Compass as a worked case study.
Source finding

Source trail

Cursor's August 6 post r/ClaudeAI (3,850 upvotes / 220 comments)r/ClaudeAI unslop.run (via Hacker News)arXiv 2607.23733 Practical DevSecOps — MCP Security Vulnerabilities 2026 simonwillison.net Hugging Face arXiv Martin Fowler — Harness Engineering for Coding Agent Users ProductCompass TrendingTopics

Graph sources

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