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Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders
Cerver — Infrastructure for AI sessions.
eyalgoren · 2026-06-23 · via Hacker News - Newest: "AI"

Agnostic to harness, model, and compute. Session-focused. Each session is one object you control: its full transcript and cost, plus the harness, model, and compute it ran on. Checkout the usecases.

$ curl -fsSL https://cerver.ai/install.sh | bash

no card · $5 free tier · local runs on the subscriptions you already pay

01 — The mix

Stop running everything on the most expensive model.

Most fleets run 100% frontier by reflex. Your work isn't 100% frontier-shaped: about a quarter earns the best model, the rest doesn't notice the difference. A routing policy — rules you write, or one line of auto — makes the mix deliberate.

Today · all frontier

10,000 sessions$4,000 / mo

Right-sized · 25 / 35 / 40

same 10,000 sessions$1,540 / mo · −62%

02 — Swap underneath

Keep the transcript. Swap the agent and the machine under it.

Same stage, same actor. The harness and the compute are props you can change mid-run — the transcript, the tools, and the identity stay bound.

transcript · sess_42live · 14 turns

harnessclaude

computevercel

03 — Compare

Run the same task on two agents. Stay on whichever wins.

The comparison runs itself, in one session. A real diff — not vibes.

$ cerver run --compare claude codex "add idempotency to the webhook"

  claude / sonnet   passes · retries on 5xx
  codex  / gpt-5   passes · cleaner backoff   ← better

→ you're now on codex for this task.

04 — Anywhere

Start online. Add the machine when the work needs one.

Hosted model sessions work instantly. When the session needs your repo, terminal, tools, or CLI agents, attach the relay and keep the same session boundary.

Models

Claude Opus 4.8

GPT-5

Grok 4

Gemma 4

Runtimes

Claude Code

Codex CLI

OpenAI SDK

xAI

Compute

Vercel

E2B

Cloudflare

Modal

your machine

05 — At scale

Run thousands of agents in parallel. See every one.

Fan out to thousands of sessions at once. Click any agent and watch its session — the chat, the model, the compute, the cost.

Spending limits, on by default

Every account ships with a monthly cap. A runaway agent stops at your number — never at a $17k surprise.

Metered, capped, predictable

$2 per 1M tokens, billed monthly for what you actually used. No usage, $0 invoice — and your cap bounds the bill.

Your subscriptions do the work

On your own machines, sessions ride the Claude Max / ChatGPT plans you already pay for. Marginal cost: ~zero.

06 — Start

Start online first. Then connect your own computer — it runs on the subscriptions you already pay for.

$ curl -fsSL https://cerver.ai/install.sh | bash

Online sessions work instantly, no setup. This one command then connects your machine: sessions run there through your existing Claude Max or ChatGPT plan — no per-token bills — with your repos, tools, Claude Code, and Codex right where they live.

under a minute · $5 free tier