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Hacker News: Show HN

Brev - Frictionless Notes - Apps on Google Play GitHub - pilatesjs/pilates: Headless flex layout engine for terminal UIs. NOW and CSCO Politician Trading Claims ThinkLLM — Think through your LLM choices Show HN: Waiting for AI Grand Prix racing SIM? Me too So I made one WAR.GOV/UFO Microfilm5 Show HN: Claude Code for Customer Support Show HN: Agentikus Purr - Apps on Google Play atom.plumocracy.com Show HN: BonzAI – self-sovereign, local LLM inference in the browser GitHub - T0nd3/logatory: Local-first log analysis with PII redaction, threat detection, anomaly detection and LLM insights — CLI, web dashboard and REST API GitHub - doshareme/synchole: P2P Data Sync Protocol GitHub - secluso/core: A privacy-preserving Raspberry Pi home security camera that uses advanced end-to-end encryption. Show HN: Microcodegen.py – PRD → FastAPI app, one file, no LLM calls iPhone 版“Today” - App Store ScrollLaunch — Launch Your Product. Get Seen Weekly. GitHub - ppserapiao/mneme: the open, user-sovereign memory layer for AI. local-first · client-side encrypted · open protocol. your memory. your keys. every model. Datapoint AI Home Codeep — Go Deep into Code OpenRig — Local control plane for multi-agent coding topologies GitHub - allenwu-blip/mcpaudit: Static pre-install security scanner for MCP (Model Context Protocol) servers — `npx mcpaudit <path>` flags command injection, credential/env exfiltration into LLM-visible output, over-broad filesystem/tool scope and dynamic eval before you wire a server into your agent. Show HN: Quit All, an iOS app with an SOS mode for cravings GitHub - dmichael-fastly/fastly-examples-live-betting-fanout: A working example of distributing live game scores and betting odds to millions of concurrent users without overwhelming origin — built on Fastly's edge stack. 404 Page Generator — Make your 404 page a needle-mover Show HN: Neuz, a self-hosted news dashboard curated by Claude Senior SWE interview prep — Semicolony GitHub - DefangLabs/pulumi-defang: Defang Pulumi providers - Take your app from Docker Compose to a secure and scalable cloud deployment with Pulumi. OpenYardage — Printable Golf Yardage Books GitHub - uAIex/KeyMouseRecorder Ship Mobile Features Instantly — Nativeblocks SDUI Platform CoreMem - Your context, any AI agent Show HN: AI-Mirror - Self-optimising ranking engine for modern web applications. 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Run your entire company with AI agents, skills, and a self-improving context. inkoscribe - Private Local Audio Transcription for macOS KVBoost — Pitch Deck Show HN: TLS Certificate Management and PKI GitHub - alonsovm44/tc-lang: A minimalistic portable assembly lenguage Roughform — 3D Modeling & Pose Reference Show HN: Spec-Driven Development Workflow for Claude Code Pocket TTS - WebAssembly Demo Deputies | Background agent control plane Mixfont — Make Any Font You Can Imagine Show HN: Traditional Card Game Website Show HN: Baby's First Cards – real photo flash cards for toddlers AI Local Recorder App - App Store Show HN: Agent-estimate, how long a coding task takes, at agent speed Smithereen — your social network Lumox - Wireless device screen mirroring for Mac Show HN: A Turing machine simulating a Turing machine simulating a... 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TruLayer — Evals, Closed Control Loop & Auto-Rollback for Production AI
trulayer · 2026-05-23 · via Hacker News: Show HN

Control Loop v0.1 — now live

Your AI nails the demo. TruLayer makes it nail production.

Evals score every output. A closed control loop retries with a fallback model, gates high-stakes actions on human approval, and rolls back automatically when a fix introduces a new regression — turning every production failure into a system fix before it hits the next user.

Free tier includes 1M spans / month · No credit card

Works with

OpenAIAnthropicClaude (MCP)LangChainLangGraphAutoGenCrewAILlamaIndexPydanticAIDSPyHaystackVercel AI SDKMastraLlamaIndex-TSCustom LLMs

How teams use TruLayer

Observe. Evaluate. Improve.

Most tools stop at the trace. TruLayer takes you from “something’s wrong” to “here’s the fix, shipped” in one platform.

Who uses TruLayer

AI agents handle millions of decisions. Here’s where they go wrong.

TruLayer keeps them on track — automatically, at the system level, before the same failure hits the next user.

See all use cases

Instrument in minutes

Two lines. Full visibility.

Wrap any OpenAI, Anthropic, or custom LLM client with TruLayer. Every call, chain, and tool use is automatically traced — no manual spans, no config files.

  • Auto-captures inputs, outputs, tokens, latency, cost
  • Propagates trace context across async agent hops
  • Zero overhead — proxy-based, not monkey-patching

How it works

From deploy to confidence in three steps

1

Instrument

Wrap your LLM client with two lines of code. Supports OpenAI, Anthropic, and any custom model.

2

Observe

Every agent step, tool call, and chain hop appears in your trace explorer in real time.

3

Evaluate & Fix

Automatic evals score every output. Failure alerts and auto-remediation close the loop.

Built for this

Purpose-built for production AI

TruLayer is purpose-built for teams shipping LLM features to production — not adapted from general-purpose APM.

One stack, not three stitched together

You already have traces, evals, and a feedback queue — in three different tools, with three integrations to maintain and no shared data model. TruLayer puts tracing, automated evaluation, and human feedback in a single pipeline. One place to see what ran, how it scored, and what to fix.

OTEL-native from day one

If your stack already speaks OpenTelemetry, TruLayer fits without a rewrite. Send spans over OTLP — same exporter you use for everything else. No proprietary SDK to lock in, no parallel instrumentation to maintain. When you outgrow TruLayer, your traces leave with you.

First trace in under five minutes

Sign up, add two lines, see your first trace. No YAML, no collector config, no support ticket. The quickstart is written for engineers who have a running agent today — not for teams evaluating a six-month rollout.

Ready to see your first trace? Start the quickstart

Pricing

Simple, usage-aligned pricing

Start free. Scale with your usage. No credit card required on Starter.

Starter

$0/ month

No credit card required

  • 1M spans / month
  • 3 seats
  • 2.5K evals / month
  • Anomaly detection
  • 30-day retention
  • Docs & GitHub support

Start free

Pro

$149/ month

$5 / additional 1M spans

  • 20M spans / month
  • 5 seats
  • 90-day retention
  • 50K evals / month
  • Anomaly detection + webhooks
  • Semantic search
  • Email support

Get Pro

Team

$699/ month

$4 / additional 1M spans

  • 100M spans / month
  • 15 seats
  • 180-day retention
  • 250K evals / month
  • SSO / SAML included
  • Slack support (trulayerai.slack.com)

Get Team

Biz

Coming soon

Large teams beyond 15 seats. Contact us for custom pricing.

Contact us

Enterprise

Custom volume · Dedicated support · Compliance-ready

Need custom volume, procurement, or dedicated support? Let's talk.

Contact us

See full pricing + calculator

Annual billing saves 20% on the Team plan. No credit card required on Starter.

Reliable AI.
Not just observable AI.

Observability tells you what broke. TruLayer tells you what broke, why, and fixes it automatically. Start free.

Start free