惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Project Zero
Project Zero
T
The Blog of Author Tim Ferriss
云风的 BLOG
云风的 BLOG
Recent Announcements
Recent Announcements
月光博客
月光博客
B
Blog
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Microsoft Security Blog
Microsoft Security Blog
The GitHub Blog
The GitHub Blog
Last Week in AI
Last Week in AI
罗磊的独立博客
NISL@THU
NISL@THU
酷 壳 – CoolShell
酷 壳 – CoolShell
P
Proofpoint News Feed
H
Help Net Security
L
LINUX DO - 最新话题
MongoDB | Blog
MongoDB | Blog
雷峰网
雷峰网
The Hacker News
The Hacker News
Apple Machine Learning Research
Apple Machine Learning Research
I
Intezer
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Know Your Adversary
Know Your Adversary
Recent Commits to openclaw:main
Recent Commits to openclaw:main
S
Secure Thoughts
爱范儿
爱范儿
aimingoo的专栏
aimingoo的专栏
C
CERT Recently Published Vulnerability Notes
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
N
News and Events Feed by Topic
F
Full Disclosure
人人都是产品经理
人人都是产品经理
Blog — PlanetScale
Blog — PlanetScale
Recorded Future
Recorded Future
T
Threat Research - Cisco Blogs
博客园 - 三生石上(FineUI控件)
S
Securelist
T
The Exploit Database - CXSecurity.com
Forbes - Security
Forbes - Security
H
Hacker News: Front Page
Security Archives - TechRepublic
Security Archives - TechRepublic
C
Check Point Blog
Hacker News - Newest:
Hacker News - Newest: "LLM"
V
Visual Studio Blog
Application and Cybersecurity Blog
Application and Cybersecurity Blog
T
Tor Project blog
博客园 - 司徒正美
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org

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 GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. 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 How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages GitHub - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
GitHub - wubjak/wallasapi: The unified, OpenAI-compatible AI router. 12+ providers, 100+ models, automatic fallback. Built solo from a rented room in Peru. Star + donate to keep it alive.
wubjak · 2026-04-28 · via Hacker News - Newest: "AI"

A Note from the Author — Please Read This

Hi, I'm Willen Ponce. I built WallasAPI alone, in stolen hours between worrying about rent and the next meal, on a 2018 laptop, in a rented room in Peru that isn't mine.

I have no investors. No team. No company. Just code, determination, and the desperate need to prove that you don't need Silicon Valley money to build something useful.

If WallasAPI saves you even one hour of integration work, please consider:

Skip to the donation section →


Why WallasAPI Exists

You're building with AI in 2026. You face a real problem:

  • 🔴 OpenAI goes down → your app dies
  • 🔴 Your Claude API key expires → users complain
  • 🔴 Gemini is free but doesn't accept your file format → manual conversion
  • 🔴 You want to use a free model for cheap tasks and a powerful one for hard tasks → you write 200 lines of switching logic
  • 🔴 Each provider has a different SDK, different format, different errors

WallasAPI solves all of this with one OpenAI-compatible endpoint. Send a request, and it:

  1. Analyzes the content (text, image, audio, PDF, video)
  2. Picks the optimal provider based on capabilities, speed, cost, and current availability
  3. Routes the request automatically
  4. Falls back transparently if the primary provider fails — your user never sees the error
  5. Returns the response in standard OpenAI format, with streaming if you asked for it

Your existing OpenAI SDK code works unchanged. Just point it at http://localhost:8001/v1.


What Makes This Different

Every feature here was built because I needed it to ship products without a budget:

Feature Why it matters
🔄 Multi-provider routing with auto-fallback If OpenAI goes down, Gemini takes over in milliseconds. Your app keeps working.
🌊 Real streaming with transparent fallback Token-by-token responses. If the primary provider dies mid-stream, fallback is invisible to the user.
🧠 Content-aware multimodal routing Send a PDF to Groq? It auto-OCRs it. Send a video to Gemini? Native processing. You don't pick the provider — the content does.
📊 Rich metadata for smart clients Every model exposes context window, pricing, tools support, modalities. Filter: ?pricing=free&capability=vision.
💾 Persistent local memory Conversations saved as JSON, optionally synced to Obsidian. Your data stays yours.
🎨 Unified image/video/voice generation One endpoint, multiple providers (Flux, DALL-E, Pollinations, edge-tts, Gemini).
📄 OCR with fallback chain EasyOCR → Mistral → Gemini → local Ollama. No image goes unread.
🔒 100% private local models via Ollama Run Llama, Mistral, Qwen, DeepSeek offline. Zero data leaves your machine.
🔗 Google integration Drive, Calendar, Gmail with OAuth2. Project management with threads.

Supported Providers

Provider Capabilities Pricing
Gemini (Google) Chat, vision, audio, video, native files, image/video gen Free
Groq Ultra-fast Llama, Mixtral Free
GitHub Models GPT-4o, o1, o3, Mistral, Llama, Cohere Free
OpenRouter Claude, DeepSeek, Qwen + 100 more Mixed
Cerebras Ultra-fast Llama on proprietary HW Free
Pollinations Flux, SDXL image gen Free
Ollama Local Llama, Mistral, Qwen, DeepSeek Free
HuggingFace Community models, Spaces video Mixed
Cohere Command R, Command R+ Paid
Mistral AI Mistral Large, Medium, Pixtral Paid
NVIDIA NIM GPU-optimized enterprise LLMs Paid
OpenAI GPT-4o, GPT-4.1, DALL-E, Whisper, embeddings, TTS Paid

With just Gemini + Groq + GitHub Models (all free) you have access to dozens of state-of-the-art models without paying a cent.


Quick Install (60 seconds)

Windows — Just double-click start.bat

git clone https://github.com/wubjak/wallasapi.git
cd wallasapi
# Double-click start.bat
# Server is up at http://localhost:8001

Linux / macOS

git clone https://github.com/wubjak/wallasapi.git
cd wallasapi
python3 -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt
python -m wallasAPI.api_server

Interactive Swagger UI: http://localhost:8001/docs


Quick Usage

import openai

client = openai.OpenAI(
    base_url="http://localhost:8001/v1",
    api_key="anything-local"
)

# Don't pick a provider. Pick a strategy.
response = client.chat.completions.create(
    model="auto",  # WallasAPI picks the best free provider available NOW
    messages=[{"role": "user", "content": "Explain quantum entanglement"}]
)
print(response.choices[0].message.content)

Virtual models you can use instead of guessing provider names:

Virtual model Strategy
auto Best available right now
fast Lowest latency (Groq, Cerebras)
standard Quality/speed/cost balance
reasoning Deep thinking (DeepSeek R1, o1, o3, Gemini 2.5 Pro)

API Endpoints

OpenAI-compatible:

  • POST /v1/chat/completions — chat with streaming
  • POST /v1/embeddings — multi-provider embeddings
  • POST /v1/images/generations — Flux, DALL-E, etc.
  • POST /v1/videos/generations — Gemini, HuggingFace
  • POST /v1/tts — text-to-speech

WallasAPI exclusive:

  • GET /v1/models?pricing=free&capability=vision — filtered model discovery
  • GET /v1/models/{id} — full metadata for any model
  • GET /v1/capabilities/summary — aggregate stats
  • GET /v1/providers — provider-level capabilities
  • POST /v1/ocr/process — OCR with auto-fallback
  • POST /v1/sync/obsidian — sync conversations to your vault

Configuration

Copy .env.example to .env and fill in only the keys you have. WallasAPI works with whatever you give it.

# 100% free providers (start here)
GEMINI_API_KEY=your_key
GROQ_API_KEY=your_key
GITHUB_TOKEN=your_token

# Optional paid
OPENAI_API_KEY=your_key
OPENROUTER_API_KEY=your_key

How to get free API keys (step by step)

Provider Where Time
Gemini ai.google.dev → Get API key 1 min
Groq console.groq.com → API Keys 1 min
GitHub Models github.com/settings/tokens → classic token 2 min
OpenRouter openrouter.ai → Keys 1 min
Cerebras cloud.cerebras.ai → API Keys 2 min
Ollama ollama.com — install + ollama run llama3.1 5 min

Total: ~10 minutes to get free access to 50+ state-of-the-art models.


License

MIT-based custom license. Use, modify, distribute, deploy commercially — all free. The only ask: keep the attribution to Willen Ponce.

One personal request (not legally required): If you use WallasAPI in any project, please send a one-line email to wubjak@protonmail.ch. A simple "Hey, using WallasAPI for X" literally makes my week. I built this alone and it would mean a lot to know it's helping someone.

See LICENSE for full text.


Donations — Why This Matters

🍞 Right now I cannot afford basic food. This is not a metaphor.

I'm not going to dress this up. I'm a developer in Peru who built this entire project — 17 modules, 12+ provider integrations, 1500+ lines of routing logic, OCR fallback chains, multimodal handling, persistent memory — alone, on a 2018 laptop, in a rented room.

I have no income right now. I'm behind on rent. I haven't eaten properly in days while finishing this. I'm publishing it free because I believe open-source matters more than I matter, and because maybe — just maybe — someone reading this will find it useful and decide to help me eat tomorrow.

What your donation actually does

Amount What it means for me
$1 A real bread + egg meal. Not symbolic. Real.
$5 A full day of food while I keep coding.
$20 A week where I don't have to choose between food and electricity.
$100 One month of rent. Stops me from being evicted.
$400 Six months of stability. I can dedicate that time fully to making WallasAPI better for you.

Every single dollar is documented in my conscience and remembered with gratitude.

How to send help

PayPal Ko-fi Email

Yape / Plin (Peru) — Number: 980 702 580

Yape      Plin

Crypto wallets:

Currency Address
Bitcoin bc1qwrr5zal3tt7f5ye0ptgy8365cc8yt64hrj7dmt
Ethereum 0xDec40634014bf05A40006BA48160cddAEe1143c2
Solana HrTiFtmML4NJD1b3RrjQV3e1FgaBWgpqRtR6gFphApGh
Polygon 0xDec40634014bf05A40006BA48160cddAEe1143c2
Tron TB1sHwCo3FFaabf26AHV8VNapWUJbca299
TronLink TQsXuVbnSwicRNoCEmGVdFeo86X7ey7okx

Can't donate? You can still help (it's free)

  • Star this repo — it costs you nothing and pushes WallasAPI into more developers' feeds
  • 🐦 Share it on Twitter/X, LinkedIn, HackerNews, Reddit r/LocalLLaMA, your dev community
  • 🐛 Open an issue if you find a bug or have a feature request
  • 💬 Send the email to wubjak@protonmail.ch — it's not transactional, it's human

"I built WallasAPI because I refused to accept that being broke meant being unable to ship great software. If it helps you ship something — that's already a victory I'll never forget. If it helps me eat tomorrow — that's a victory neither of us will forget."Willen Ponce


Acknowledgments

  • The teams at FastAPI, Google, Meta, DeepSeek, Mistral, and every provider offering free tiers — you made this possible
  • The open-source community — proof that we don't need billion-dollar valuations to build great things
  • You — for reading this far. Whether you donate, star, share, or just use it: thank you

WallasAPI — One API to route them all

Built from precarity. Maintained with stubbornness. Shared with hope.

⭐ Star · 💛 Donate · 📧 Email me