Public Digest Library · Vol. 5
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Tech digests short enough to scan.
Browse page 5 of the Snaplyze digest archive for developer tools, products, GitHub repos, and engineering ideas.
Page 5 of 7 · 147 digests in the archive
GitHub's Spec-Kit: 84K-Star Toolkit Makes Specs Executable for AI Agents
GitHub's open-source spec-kit (84,655 stars, MIT license) turns natural language specifications into executable artifacts that 20+ AI coding agents can follow. The workflow: constitution (project rules) → specify (featu...
ai-agentsdeveloper-toolsspec-driven-development
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Prismml: 1.15 GB Model Scores 70.5 Against 16 GB Rivals
PrismML squeezed an 8B-parameter LLM into 1.15 GB — 14x smaller than full-precision — by training natively with 1-bit weights, not post-training quantization. It runs at 368 tokens/sec on an RTX 4090 and 85 tok/s on an ...
aillm1-bit
LLM Goldmine: 2h11m Karpathy walkthrough maps real LLM workflows
Karpathy’s video runs 2:11:12 and covers an end-to-end LLM workflow from prompt basics to tools, multimodal input, memory, and custom GPTs (duration verified April 3, 2026). You get a practical usage guide, not a model-...
llmai-workflowskarpathy
Why adding an index can make your app 40% slower
ByteByteGo's latest article frames database optimization as a zero-sum game: every strategy that helps one workload hurts another. Indexes accelerate reads but slow writes because every INSERT must update multiple B-tre...
databaseperformancesystem-design
NVIDIA's Triton Inference Server: Fast but Frustrating
Triton Inference Server runs 10+ framework types on one server with dynamic batching that squeezes maximum GPU performance—but users report setup is painful. NVIDIA built this production-grade inference server that serv...
inferencegpunvidia
[ALERT]: Claude Code Source Code Leaked
A developer claims to have ported Anthropic's Claude Code agent harness to Python in one night after the source was exposed on March 31, 2026. The repo hit 46,249 stars and 54,947 forks within hours (verified April 1, 2...
aiagentsllm
$2.8M raised: The Mac app running parallel AI coders
Conductor is a Mac-only app that runs multiple Claude Code and Codex agents in parallel, each in its own isolated git worktree. You add a repo, spin up agents, and watch them work from a single dashboard — no manual wor...
aimacclaude-code
ByteDance's DeerFlow 2.0: 45k-star agent that runs code, not just suggests it
ByteDance's DeerFlow started as a deep research tool and got rewritten from scratch into a 'SuperAgent harness' after users kept pushing it far beyond its original purpose -- building data pipelines, dashboards, and web...
aiopen-sourcepython
Pascal: A open-source 3D home design editor in your browser
Pascal is an open-source 3D architectural editor that runs entirely in your browser using WebGPU and React Three Fiber. It lets you create buildings with walls, floors, ceilings, roofs, doors, and windows -- all rendere...
3dopen-sourcetypescript
GitAgent: 1.8k Stars, Export Agents to 8 Frameworks
GitAgent reached 1.8k GitHub stars in its first month by solving a real pain: your AI agent's personality, tools, and memory are locked inside whatever framework you picked. GitAgent extracts that 'soul' into a git-nati...
ai-agentsopen-sourcegit
TurboQuant: 6x KV Cache Compression, Zero Accuracy Loss
Google Research just published TurboQuant, a compression algorithm that quantizes LLM key-value caches to 3 bits with zero measurable accuracy loss on standard benchmarks. The method achieves 6x memory reduction and up ...
quantizationllmkv-cache
Unsloth: Fine-tune models on free Colab GPU
You can fine-tune a 7B LLM on a free Colab T4 GPU in under an hour using these notebooks — something that previously required renting an A100 for $3/hr. It's a collection of 100+ ready-to-run Jupyter notebooks by the Un...
llmfine-tuningopen-source
10.9k-Star RL Lab You Can Actually Read
Google's Dopamine sits at 10.9k GitHub stars, but the more interesting fact is that it stays intentionally small so you can read the whole stack without getting lost. It is a reinforcement learning research framework fo...
aireinforcement-learningopen-source
42K stars: Apple engineer's free system design course
This GitHub repo hit 42,352 stars by being what other system design resources aren't: a structured course instead of a scattered wiki. Created by Karan Pratap Singh, an Apple engineer, it walks you through 50+ concepts ...
system-designinterview-prepdistributed-systems
Text to video generation on consumer GPUs: Wan2.2-TI2V-5B
Wan2.2-TI2V-5B generates 720P videos at 24fps on a single consumer RTX 4090 GPU in under 9 minutes, released July 2025 by Alibaba's Wan team. You get both text-to-video and image-to-video generation in one 5B parameter ...
video-generationaiopen-source
Don't let your coding assistance run from scratch: Clone this SAAS Boilerplate
This boilerplate hit 6,932 stars by packaging everything you need to launch a SaaS: Clerk authentication with MFA and social login, multi-tenancy with team management, role-based permissions, Drizzle ORM for type-safe d...
nextjssaasboilerplate
AI in Cybersecurity: 150+ hacking tools unified
HexStrike-AI reached 7,625 GitHub stars in 8 months by letting Claude, GPT, and Copilot autonomously execute 150+ security tools through the MCP protocol. It's an MCP server that bridges LLMs with real offensive securit...
securityai-agentsmcp
Practical ML notebooks: The ML textbook you can actually run
Aurélien Géron's Hands-On ML notebooks just hit 12,627 GitHub stars with active commits as recent as February 2026. This is the companion code for the bestselling O'Reilly book that teaches you ML by doing — every chapt...
machine-learningpythontensorflow
The Deep Learning Book Used at 500 Universities
D2L (Dive into Deep Learning) is a free, open-source textbook written entirely in executable Jupyter notebooks by Amazon researchers that teaches you deep learning from linear regression to transformers. You get theory,...
deep-learningmachine-learningeducation
5.2K stars: Unity/Godot architecture in <1000 lines
This framework packs a complete 4-layer architecture (Presentation, System, Model, Utility) into under 1000 lines of C# code. Created by liangxiegame in 2016, it enforces SOLID principles through strict layer rules: Con...
unitygodotgame-development
Watch 32 Video Frames, Answer Any Question
LLaVA-NeXT-Video-7B-hf processes 32 frames of video at once to answer questions, describe content, and make decisions—achieving state-of-the-art performance among open-source models on Video-MME benchmark. You get a 7B ...
video-understandingmultimodal-llmopen-source
PM AI playbook: 17 skills, 20+ integrations, context graph
81-star GitHub repo that turns Cursor IDE into a PM workspace with 17 pre-built skills (PRD writer, experiment designer, launch posts) and 20+ MCP integrations (Slack, Jira, Figma, Amplitude). You answer an onboarding q...
aiproduct-managementcursor
How Databases Checkpoint to Disk Without Stopping the World
A Stripe database engineer breaks down how PostgreSQL, SQLite, Redis, RocksDB, and MongoDB/WiredTiger flush dirty pages to disk without pausing writes. The article reveals that all non-blocking checkpoints reduce to thr...
databasessystems-designpostgresql
An autonomous multi-agent coding framework built on top of Claude Code
Aperant runs multiple Claude Code agents in parallel git worktrees, giving you a Kanban board where each task gets its own isolated workspace. It's a desktop app that orchestrates autonomous coding sessions — you descri...
aiopen-sourceclaude-code
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