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Hacker News - Newest: "LLM"

GitHub - lechmazur/position_bias: A benchmark for testing whether LLM judges keep the same preference when two lightly edited versions of the same story are shown in opposite orders. Flex routing (EU and EFTA) Dark Factories: Retooling for LLM Velocity Ask HN: What would be the impact of a LLM output injection attack? GitHub - Oaklight/llm-rosetta: Production-ready LLM API translation layer for Python — bidirectional conversion between OpenAI, Anthropic & Google formats via hub-and-spoke IR. Optional API gateway. Streaming & non-streaming. Zero core deps. Contributions welcome! GitHub - browser-use/browser-harness: Self-healing browser harness that enables LLMs to complete any task. GitHub - moeen-mahmud/remen: Remen turns thoughts into something you can return to Analyzing 156 LLM Launch Posts on Hacker News ChatGPT vs Gemini vs Claude: The Best LLM Subscription You Should Buy GitHub - salaamalykum/quran-semantic-search: High-density RAG Semantic Search Engine & Quran Corpus (GEO/SEO Architecture) GitHub - NVIDIA/TensorRT-LLM: TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way. The State of LLM Bug Bounties in 2026 Operational Readiness Criteria for Tool-Using LLM Agents Meshcore: Architecture for a Decentralized P2P LLM Inference Network How an LLM becomes more coherent as we train it GitHub - seetrex-ai/laimark GitHub - Jossifresben/BibCrit: AI-assited biblical textual criticism GitHub - wastedcode/memex: File system based wiki, maintained by Claude 99helpers.com GitHub - cliver-project/AITrigram GitHub - unbody-io/adapt: A self-evolving memory layer for AI agents. GitHub - hb20007/awesome-gen-ai-fails: A list of incidents where reliance on generative AI and LLMs resulted in harm to companies, individuals, or society GitHub - nevenkordic/localmind: Run any local LLM with persistent memory and context. CLI agent over Ollama with SQLite-backed hybrid recall. No cloud. Ask HN: What are the machine requirements for a LLM like Llama-3.1-8B? Faster LLM Inference via Sequential Monte Carlo grpo explained: group relative policy optimization for llm finetuning - cgft Stop comparing price per million tokens: the hidden LLM API costs · TensorZero Andrej Karpathy's LLM Wiki Is a Bad Idea GitHub - GG-QandV/mnemostroma: Offline RAM-first cognitive leer/coprocessor for AI agents and robotics. Solves "Context Abandonment" with 20-80ms latency using a dual-thread biomimetic memory architecture (ONNX + SQLite WAL). mempalace/agent at agent · skorotkiewicz/mempalace
AkaRouter — AI Inference Gateway
mrdedatn · 2026-06-22 · via Hacker News - Newest: "LLM"

[SYS_STATUS]: GATEWAY_ONLINE_READY

CLAUDE MAX 20X
$200/MO $20/MO

Same Opus 4.8. Same prompt size limits. 91% cheaper.
Pay-per-request. One API key. Every frontier model.

* Every signup ships with 100 free points on 1pt models (10/day cap). No credit card.

from openai import OpenAI

client = OpenAI(
  base_url="https://api.akarouter.dev/v1",
  api_key="akar_your_key_here"
)

response = client.chat.completions.create(
  model="step-37-flash",
  messages=[{"role": "user", "content": "Hello AkaRouter!"}]
)

Why pay 5x–90x more for the same model?

Same upstream models. Same prompts. Same response quality. AkaRouter routes you to the same providers the big guys use — we just don't mark it up 50x.

Feature

AkaRouter

Pro $20/mo

Claude Max 20x

$200/mo

ChatGPT Pro

$200/mo

OpenRouter

pay-as-you-go

Per-call cost (Opus 4)$0.08$0.90N/A$0.45+
Opus 4 calls on $20250~220 (no API)~44
API access (Claude Code, scripts)
Multi-provider (Anthropic + OpenAI + Google)
Flat per-call (no token math)
Same price for 5K or 200K promptmixed
Free frontier model included
One key, every modelClaude onlyOpenAI only
OpenAI-compatible (any client)

the billing model that makes sense

Pay per request. Not per token.

Most APIs charge per million tokens. We charge per call — flat. Same price whether your prompt is 500 words or 200,000 tokens.

Pay-per-token (OpenRouter, direct APIs)

5K-token prompt$0.025

50K-token prompt (medium Claude Code)$0.25

200K-token prompt (full context Opus)$1.00+

Same question, 40x cost variance

Every time you stuff more code into context, you pay more. Every long doc. Every large repo clone. Token anxiety is real.

No token math

Don't calculate input/output token splits. Don't estimate cost before every request. Just call the model.

Use full context

Stuff the whole codebase in. Drop in 10 PDFs. Use the full 200K Opus window without a calculator.

Predictable bills

100 Opus calls = $8. Always. Same on Monday, same on Sunday. No surprise overages.

* Per-call pricing applies as long as your prompt fits within the model's documented context window. Hit the limit? Split your request — or upgrade to a model with a bigger window.

full pricing transparency

Every model. Every point cost.

No hidden tiers. No "premium" markups. The whole menu, at the price you'll actually pay.

ModelTierPoints/callPro $19.99/moUltra $99.99/moBest for

MiniMax M350% off

frontier, free to us

free

1

2

2.5k calls7.5k callsfrontier reasoning, daily driver

Nemotron Ultra

free-tier alternative

free

1

2.5k calls7.5k callshigh-volume free tier

Claude Haiku 4.5

fast + cheap

free

1

2.5k calls7.5k callslightweight tasks, quick Q&A

Claude Sonnet 4.6

workhorse

T1

2

1.3k calls7.5k callscoding, mid-complex reasoning

GPT-5.4

multimodal

T1

2

1.3k calls7.5k callsvision + reasoning + tools

Gemini 3.1 Pro

1M context, multimodal

T1

2

1.3k calls7.5k callshuge context, video, audio

GPT-5.5

flagship OpenAI

T2

3

1.3k calls3.8k callsagentic workflows, code gen

GPT-5.3 Codex Spark

coding specialist

T2

3

1.3k calls3.8k callslarge code refactors

Step 3.7 Flash

instant answers

T2

3

1.3k calls3.8k callsinstant answers, free daily pool

Owl Alpha

experimental preview

T3

10

312 calls1.3k callsexperimental frontier preview

Pro Plan ships with 2,500 points/month. Ultra ships with 7,500. Mix and match freely — no model locking.

ROBUST LLM GATEWAY KERNEL

Built from the ground up for high availability and low-latency inference workloads.

SMART LOAD BALANCING

Round-robin routing with real-time health weighting and dynamic in-flight concurrency tracking.

HIGH-AVAILABILITY FAILOVER

Automatic request retry and hot-swap routing. If a routing target goes down, traffic is immediately re-allocated.

QUOTA MANAGEMENT

Granular subscription tier rate limits, sliding token budgets, and cost analytics logged per API key.

AVAILABLE MODELS

All models accessible through a single API key. Supports per-token and per-request billing.

Per-Token & Per-Request Billing Active

Browse All Models

Showing 10 of 11 models|0 per-token|11 per-request

Pricing Profiles

Choose a flexible subscription plan that matches your production throughput demands.

Most popular

Pro Plan

Starter + Claude Sonnet 4.6, GPT-5.4, Gemini 3.1 Pro

$19.99/ mo

  • Monthly Budget: $0.00
  • RPM Limit: 40 RPM
  • 5-Hour Limit: $0.00
  • 7-Day Limit: $0.00
  • Points/mo: 2,500
  • Daily Free Req: 0

GET STARTED

Starter Plan

Starter + Owl Alpha, Nemotron Ultra, Step 3.7 Flash

$4.99/ mo

  • Monthly Budget: $0.00
  • RPM Limit: 20 RPM
  • 5-Hour Limit: $0.00
  • 7-Day Limit: $0.00
  • Points/mo: 500
  • Daily Free Req: 0

Elite performance

Ultra Plan

Pro + GPT-5.5, GPT-5.3 Codex Spark, Claude Opus 4.8

$99.99/ mo

  • Monthly Budget: $0.00
  • RPM Limit: 60 RPM
  • 5-Hour Limit: $0.00
  • 7-Day Limit: $0.00
  • Points/mo: 7,500
  • Daily Free Req: 0

* Need custom limits or an enterprise setup? Join our Telegram support group at t.me/akarouter_support — we don't do email, just the group.