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Show HN: Pacto – A runtime contract for cloud-native services

https://github.com/trianalab/pacto
1•edu-diaz•2h ago
Author here.

I work as a platform engineer and kept running into the same issue: the operational behavior of a service is never defined in one place.

Parts of it live across different tools:

APIs in OpenAPI Deployment assumptions in Helm values Runtime details in Kubernetes manifests Configuration in env vars Dependencies in READMEs or tribal knowledge

So platforms end up reverse-engineering how services behave.

Pacto is an attempt to define a machine-readable runtime contract for services.

A contract can describe things like:

interfaces (HTTP, gRPC, events) runtime semantics (stateless, stateful, hybrid) service dependencies configuration schema scaling expectations

All of this lives in a single pacto.yaml file that can be validated, diffed, and distributed as an OCI artifact.

The CLI currently supports: • validating contracts • detecting breaking operational changes (pacto diff) • resolving dependency graphs • packaging contracts as OCI artifacts

One thing I found particularly useful is making state semantics explicit, for example:

runtime.state.type: stateless | stateful | hybrid

This allows platforms to reason about storage, lifecycle and scaling without relying on implicit assumptions.

The project is still early but already usable. Curious to hear feedback from other platform or infrastructure engineers.

Is AI killing open-source software?

https://thenewstack.io/is-ai-killing-open-source-software/
1•CrankyBear•21s ago•0 comments

Ragflow: fuses RAG with Agent capabilities to create context layer for LLMs

https://github.com/infiniflow/ragflow
1•saikatsg•2m ago•0 comments

Dify: Production-ready platform for agentic workflow development

https://github.com/langgenius/dify
1•saikatsg•2m ago•0 comments

Show HN: I built a database of air fry times for 300+ foods

https://airfrypro.com
1•chrisdeweese•3m ago•0 comments

Workers report watching Ray-Ban Meta-shot footage of people using the bathroom

https://arstechnica.com/gadgets/2026/03/workers-report-watching-ray-ban-meta-shot-footage-of-peop...
2•randycupertino•5m ago•0 comments

I built a time-travel debugger for AI agents

https://github.com/ixchio/agent-vcr
1•redhanuman•5m ago•1 comments

Autopsy – Open-source CLI that diagnoses production incidents in 30 seconds

https://zaappy.github.io/autopsy-cli-web/
1•zeelpatel27•6m ago•1 comments

Re-engineering our flow state

https://twitter.com/wattenberger/status/2031068210167222313
1•azhenley•6m ago•0 comments

Anthropic sues US Government for calling it a risk

https://www.bbc.com/news/articles/cq571w5vllxo
6•billybuckwheat•7m ago•2 comments

Anthropic Sues the Trump Administration

https://www.cnn.com/2026/03/09/tech/anthropic-sues-pentagon
4•reconnecting•8m ago•0 comments

Why Most Valuable AI Systems Are Still Tabular Models

3•madman2890•8m ago•1 comments

Now we have proof: dealing with difficult people does age you

https://www.theguardian.com/science/2026/mar/09/now-we-have-proof-dealing-with-difficult-people-r...
3•jethronethro•8m ago•0 comments

HP 197A oscilloscope camera Instax conversion [video]

https://www.youtube.com/watch?v=h57Jv809E1I
1•fortran77•9m ago•0 comments

Contrarian view: Data centers vs. Meat

1•oxqbldpxo•9m ago•1 comments

Show HN: Agentic CLI, Gideon Wins Nvidia GTC Golden Ticket for AI Innovation

https://github.com/cogensec/gideon
1•tarique192•10m ago•0 comments

Show HN: MindfulClaude – Guided breathing during Claude Code's thinking time

https://github.com/halluton/Mindful-Claude
1•kayba•13m ago•0 comments

Hill-climbing ARC-AGI-3

https://blog.alexisfox.dev/arcagi3
1•10xDev•13m ago•0 comments

MXSS: Mutation cross-site scripting explained

https://sonarsource.github.io/mxss-cheatsheet/explained/
1•fanf2•14m ago•0 comments

Reverse Engineering Action's Cheap Fichero Labelprinter

https://blog.dbuglife.com/reverse-engineering-fichero-label-printer/
1•tomwas54•15m ago•0 comments

Show HN: I built an MCP server so Agents can launch RWAs and compliant tokens

https://github.com/bitbond/token-tool-mcp
1•travi3000•15m ago•0 comments

Show HN: FeralDeps, local dependency and vulnerability scanner for Java projects

https://github.com/PardixLabs/feraldeps-core
1•conor_pardix•17m ago•0 comments

AI in Trump's 3-D Chess Match

https://www.wsj.com/opinion/ai-in-trumps-3-d-chess-match-d62c2596
1•RyanShook•18m ago•0 comments

Simplifying Git Worktrees

https://backnotprop.com/blog/simplifying-git-worktrees/
3•ramoz•18m ago•0 comments

80M galaxies: Gigantic astronomical catalog viewable online

https://www.heise.de/en/news/80-million-galaxies-Gigantic-astronomical-catalog-viewable-online-11...
1•ohjeez•18m ago•0 comments

LocalPDF V3 – 100% local, browser-based PDF studio (Free and No Ads)

https://local-pdf-five.vercel.app/
1•piyushpr134•18m ago•1 comments

The Lobster Pot

https://pinata.cloud/blog/the-lobster-pot/
1•iammatthias•19m ago•1 comments

I fixed the same Supabase issues 100 times in my agency for vibe coders

https://www.tryargus.dev/
1•vronchin•20m ago•1 comments

New 'color palette' for peptides based on non-natural amino acids

https://phys.org/news/2026-02-scientists-massive-palette-biomedical-natural.html
1•PaulHoule•21m ago•0 comments

The Olympus Programming Language

https://dl.acm.org/doi/pdf/10.1145/3664211
3•rbanffy•21m ago•0 comments

Anthropic Sues DoD

https://www.wired.com/story/anthropic-sues-department-of-defense-over-supply-chain-risk-designation/
3•vessenes•21m ago•2 comments