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Show HN: Topos – Structural code quality metrics for agent-written programs

https://krv.ai/field-notes/evaluating-code-generation
3•wayland_jeremy•1h ago
Code review is the new bottleneck. "Tests passing" is no longer sufficient to trust the changes, and the (human) cost of evaluating the quality and robustness of new agent-written contributions is skyrocketing. We built Topos to evaluate code quality based on the structural properties of the programs themselves. We map your files to graphs (AST, CFG, CPG, MDG) and calculate metrics that can characterize how simple, composable, or secure your programs are. Agents can use this tool as they write and optimize based on your preferences. And yes, the inspiration for the repository is from category theory: this is inspired by a topos for program evaluation, that comes equipped with objects (program representations), morphisms (maps on graphs), probes, profunctors, test-coverage metrics, and a custom subobject classifier (Heyting algebra generated by the 3 pillars of evaluation) that affords a highly structured framework for awarding medals for program quality.

GitHub: https://github.com/Krv-Labs/topos

Open Source. BSD-3 License. CLI, MCP Server & VS Code Extension.

Hot surfaces during Europe's heatwave 'seen' by Sentinel-3

https://www.esa.int/ESA_Multimedia/Images/2026/05/Hot_surfaces_during_Europe_s_heatwave_seen_by_S...
1•simonebrunozzi•36s ago•0 comments

The operating cost starts after the demo

https://twoheads.net/the-promise-is-unattended-work/
1•hellokfk•1m ago•0 comments

Deferring tech choices to thought leaders

https://twitter.com/bentlegen/status/2069876565110898920
1•coloneltcb•4m ago•0 comments

The running list: major tech layoffs in 2026 where employers cited AI

https://techcrunch.com/2026/06/22/the-running-list-major-tech-layoffs-in-2026-where-employers-cit...
2•momentmaker•4m ago•0 comments

Show HN: VibeKilled.rip – a live world map of devs who just hit the rate limit

https://vibekilled.rip/
1•thomasgeelens•4m ago•0 comments

The US Government has requested a slow staggered rollout of GPT-5.6

https://twitter.com/AndrewCurran_/status/2070244303923007831
1•I_am_tiberius•5m ago•1 comments

Bluekit phishing kit adopts browser-in-the-middle for login theft

https://www.bleepingcomputer.com/news/security/bluekit-phishing-kit-adopts-browser-in-the-middle-...
1•steptwo•6m ago•0 comments

Nb: Command line note‑taking, bookmarking, archiving, and knowledge base

https://xwmx.github.io/nb/
1•localghost3000•9m ago•0 comments

Surprising lessons from my research scientist job search

https://yongzx.github.io/blog/2026/06/24/job-search/
3•sebg•12m ago•0 comments

Pipestage

https://github.com/openlab-x/pipestage
2•firetesterlab•13m ago•0 comments

The 'papers, please' era of the internet will decimate your privacy

https://expression.fire.org/p/the-papers-please-era-of-the-internet
3•bilsbie•14m ago•0 comments

Show HN: Open-source app for UniNow QR code check in

https://lipstick.bixilon.de/bixilon/unithen
1•bixilon•15m ago•0 comments

The State of the AI Economy

https://intelligence.exponentialview.co/
1•simonebrunozzi•16m ago•0 comments

Ask HN: Haven't posts about web front end frameworks completely stopped?

1•porridgeraisin•17m ago•0 comments

Another reason to get attached to Surebeans

https://surebeans.net/blog/2026/06/getting-attached-to-surebeans/
1•sltr•18m ago•0 comments

Show HN:Every Team Is Building the Same Cache

https://www.tierfs.com/blog/every-team-builds-the-same-cache.html
2•saurabhpal97•19m ago•2 comments

All you need is PostgreSQL

https://ebellani.github.io/blog/2026/all-you-need-is-postgresql/
3•b-man•20m ago•0 comments

CPUs Are Back: The Datacenter CPU Landscape in 2026

https://newsletter.semianalysis.com/p/cpus-are-back-the-datacenter-cpu
3•rbanffy•24m ago•0 comments

Dead Lithium Batteries Revived to 95% Capacity via Electrochemical Bath

https://newatlas.com/energy/electrode-restoring-bath-lithium-batteries/
6•karakoram•25m ago•3 comments

US says PRC trying to discourage states, businesses from engaging with Taiwan

https://www.reuters.com/world/china/us-says-china-trying-discourage-states-businesses-engaging-wi...
5•ilamont•25m ago•0 comments

Why Is Europe So Ill-Equipped to Handle Heat Waves?

https://time.com/article/2026/06/25/europe-heat-wave-infrastructure-air-conditioning/
1•karakoram•29m ago•2 comments

Show HN: A Claude skill that prunes your AI's memory file, one diff at a time

https://puremint.co.uk/blog/stop-your-ai-memory-file-rotting/
1•wonkyfruit•29m ago•0 comments

After a Personal Health Crisis, He Built a $500M Cottage Cheese Empire

https://www.inc.com/kevin-j-ryan/good-culture-jesse-merrill-cottage-cheese-l-catterton/91340377
1•mooreds•31m ago•0 comments

Hospitals in UK Declare Critical Incidents as Machines, IT Systems Fail in Heat

https://www.theguardian.com/society/2026/jun/25/hospitals-nhs-england-critical-incidents-machines...
5•karakoram•35m ago•0 comments

How the Heck Do Synthesizers Work? (An Interactive Exploration)

https://perthirtysix.com/how-the-heck-do-synthesizers-work
2•sebg•35m ago•0 comments

The Brain Center at Whipple's (1964)

https://en.wikipedia.org/wiki/The_Brain_Center_at_Whipple%27s
3•_doctor_love•35m ago•1 comments

Why AI agents need three types of memory

https://neo4j.com/blog/agentic-ai/context-graph-ai-agent-memory/
2•mooreds•35m ago•0 comments

Kremlin demands explanation from Apple after Russian apps removed from App Store

https://www.reuters.com/world/europe/kremlin-demands-explanation-apple-after-russian-apps-removed...
1•cdrnsf•36m ago•0 comments

The Coming Divide: AI-Native or Left Behind

https://danielmiessler.com/blog/ai-native-divide
2•skeledrew•36m ago•2 comments

Some learnings from temporal.io building SDKs for 8 languages

https://www.infoq.com/presentations/rust-polyglot-sdk/
1•devdoshi•36m ago•0 comments