๐ด High Significance
Model Releases
๐ด ๐ฌ Looking to become proficient in AI for real-world business applications. Where should I start? โ score 89
Sources: reddit/r/AIAgents
Hi everyone, I'm an Entrepreneur with a background in Electrical Engineering and a medium level of software development understanding. Over the last few months, I've become increasingly interested in AI very deeply, not just using tools like ChatGPT, but actually understanding how everything works u
Developer Tools
๐ด ๐ hugohe3/ppt-master โ AI generates a real, editable PowerPoint from any document โ native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images ยท by Hugo He โ score 87
Sources: github_trending
AI generates a real, editable PowerPoint from any document โ native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images ยท by Hugo He
๐ด ๐ฌ deepseek-ai/DeepSeek-V4-Pro-DSpark โข Huggingface โ score 81
Sources: reddit/r/LocalLLaMA
https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro-DSpark https://github.com/deepseek-ai/DeepSpec/blob/main/DSpark_paper.pdf
๐ด ๐ฌ MathFormer: Testing whether symbolic math is pattern matching or reasoning [D] โ score 81
Sources: reddit/r/MachineLearning
Repo link and results - https://github.com/Abhinand20/MathFormer Task: Given a factorized expression like (7-3*z)*(-5*z-9), predict the expanded form -> 15*z\*2-8\*z-63 Key takeaway: A tiny (4M param) seq2seq model trained with no math knowledge reaches ~98.6% accuracy on symbolic math t
๐ด ๐ colbymchenry/codegraph โ Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent โ fewer tokens, fewer tool calls, 100% local โ score 79
Sources: github_trending
Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent โ fewer tokens, fewer tool calls, 100% local
๐ด ๐ฌ Even Google still believes in small models for coding. โ score 73
Sources: reddit/r/LocalLLaMA
I've been meaning to post about this. The community has been pretty vocal in criticizing "vibe-coded" projects. I used to think the backlash was the real problem, but I've started getting annoyed by a lot of these posts myself โ many are just tiny, hyper-specific tools with minimal impact. Still, I
Omitted 1 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
๐ด ๐ฌ 96gb+ 4090's and 5090 are literally a scam. I mods these cards myself โ score 96
Sources: reddit/r/LocalLLaMA
I run a small gpu lab in the USA and work closely with two factories in china designing/producing 48gb 4090 PCB's. The only recent card weve gotten was the 32gb 4080 super. **PSA: 96gb 4090's and 5090's are a SCAM (as of Jun 2026) - you will not get the card, they do not exist
๐ด ๐งก DSpark: Speculative decoding accelerates LLM inference [pdf] โ score 83
Sources: hackernews
Business & Funding
๐ด ๐ฌ 96 gig 5090s from Shenzhen's Huaqiangbei โ score 88
Sources: reddit/r/LocalLLaMA
We're visiting Shenzhen right now, and visited the Huaqiangbei electronics market. I've seen reports of 96 gig 5090s popping up on AliExpress, but never saw confirmation that it was real, so we asked around a little. One seller called a friend, and they said that a 5090 would cost 36,000 yuan and th
๐ก Notable
Model Releases
๐ก ๐ฌ Mythos was the first, now GPT-5.6 โ score 65
Sources: reddit/r/LocalLLaMA
https://techcrunch.com/2026/06/26/openai-limits-gpt-5-6-rollout-after-government-request-says-restrictions-shouldnt-be-the-norm/ Either a hype before IPO, or they have just shot themselves in a foot. This is pretty much it for more advanced online models. Local LLM is one of the answers. And yeah, g
๐ก โ๏ธ ANTHROPIC WANTS CLAUDE TO BE YOUR NEW SLACK COWORKER (2 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ ANALYZING CLAUDE CODE USAGE WITH CLOUDWATCH AND OPENTELEMETRY (6 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ GETTY IMAGES ACCUSED AI OF WHOLESALE THEFT. IT'S NOW AN OFFICIAL CHATGPT IMAGE PARTNER (2 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ HIGGSFIELD LAUNCHES ENTERPRISE MARKETING AGENTS BUILT ON NVIDIA (3 MINUTE READ) โ score 65
Sources: newsletter/tldr
Omitted 10 additional model releases items from the main section; see raw data and source-specific sections below.
Developer Tools
๐ก ๐ฌ Hiding messages in the least significant mantissa bits of fine-tuned ONNX model weights [P] โ score 69
Sources: reddit/r/MachineLearning
Hey everyone, I'd like to share my project along with a short explanation of the process and why it came about in the first place. To start off, I'm not exactly the best at cryptography/steganography, in my case it's always been something that sat in the background, as one of the sub-fields need
๐ก โ๏ธ AIRLLM (GITHUB REPO) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ HIDDEN TECHNICAL DEBT OF AI SYSTEMS: AGENT HARNESS (29 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ AN EX-META L8'S AGENTIC ENGINEERING SETUP (22 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ THE STATE OF AI POST-TRAINING AGENTS (8 MINUTE READ) โ score 65
Sources: newsletter/tldr
Omitted 14 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
๐ก โ๏ธ HOW NETFLIX SIMPLIFIED BATCH COMPUTE WITH KUEUE (5 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ SO YOU WANT TO SELL INFERENCE (3 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ SPACEX INKS $6.3B COMPUTE DEAL WITH REFLECTION AI (3 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ META PAUSES AN AI TRAINING PROGRAM THAT TRACKS EMPLOYEES' KEYSTROKES AFTER AN INTERNAL LEAK (2 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ OpenAI is pushing to power 10 GW of compute with custom chips by 2029, with Nvidia still anchoring model training. โ score 65
Sources: newsletter/rundown-ai
Business & Funding
๐ก โ๏ธ OpenAI researcher Shyamal Anadkat left the AI lab and returned to India, teasing a new AI venture and arguing that global AI breakthroughs can be built anywhere. โ score 65
Sources: newsletter/rundown-ai
๐ก โ๏ธ Anthropic, OpenAI join $500M plan to kill colds โ score 65
Sources: newsletter/rundown-ai
๐ก ๐ฌ Running GLM5.2 on budget hardware < $2500. โ score 58
Sources: reddit/r/LocalLLaMA
Too many times I hear people whine about not being ble to run SOTA models or claim it would require $50k, or $100k. https://www.ebay.com/itm/398079051468 Epcy Motherboard & CPU - $460 [https://www.ebay.com/itm/206374955959](https://www.ebay.com/itm/206374
Other Signals
๐ก โ๏ธ NSA LOST ACCESS TO POWERFUL AI MODEL AMID ANTHROPIC DISPUTE (6 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ THE LOW-TECH AI OF ELDEN RING (14 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ AI GAME MAKER (WEBSITE) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ OPENCLAW'S SKILL MARKETPLACE AND THE EMERGING AI SUPPLY CHAIN THREAT (7 MINUTE READ) โ score 65
Sources: newsletter/tldr
๐ก โ๏ธ AI MODELS CAPABLE OF DEVASTATING ATTACKS ON GOVERNMENTS AND BUSINESSES ARE MONTHS AWAY (2 MINUTE READ) โ score 65
Sources: newsletter/tldr
Omitted 9 additional other signals items from the main section; see raw data and source-specific sections below.
๐ข Incremental
Model Releases
๐ข ๐ฌ Ornith 35B is great so far โ score 27
Sources: reddit/r/LocalLLaMA
Tried creating a quick 3d game with it, after 3 prompts, it got me this(checkvideo). If I compare this with qwen3.5-35b-a3b, it was not able to successfully generate this and was failing even after multiple prompts. Harness: Claude Code How is your experience so far ? https://reddit.com/link/1uh8von
๐ข ๐ฌ We built a calibration-aware Q4_K_M quant of Qwen3.5 0.8B that recovers 96.5% of the BF16 gap vs pure llama.cpp Q4_K_M (SpectralQuant) โ score 22
Sources: reddit/r/LocalLLaMA
Hey everyone, We just released our first release candidate from Spectral Labs: a Qwen3.5 0.8B Q4_K_M built using a new calibration-aware quantization approach we're calling SpectralQuant. The goal here was to see if we could make a standard
Q4_K_Mfootprint behave more like a larger quan
๐ข ๐ฌ I built a tool to turn your Claude Code sessions into fine-tuning data for local models โ score 0
Sources: reddit/r/LocalLLaMA
If you use Claude Code, every session is already sitting on disk as a
.jsonlfile under~/.claude/projects/. It has real coding conversations: multi-turn edits, tool calls, reasoning traces. That's training data you already generated for free. The problem is the format is not what any fine-tunin
Developer Tools
๐ข ๐ฌ If it doesn't make my PP better, I don't want it โ score 35
Sources: reddit/r/LocalLLaMA
Highlights: * 4 x 48GB modded 4090s - 192GB VRAM * 128GB DDR5 * Pro WS WRX90E-SAGE SE * 3000w PSU * 240V/30A dryer line Q. Is putting a server on a dryer line a good idea? A. No, or emphatically yes. Splitters on this line are not code compliant, so I have to turn off the server to use the dryer, OR
๐ข ๐ฌ Three orchestration patterns for longer-running agents โ score 33
Sources: reddit/r/AIAgents
The longer an agent task runs, the more the harness starts to matter. A simple loop is enough for small tasks: call the model, run a tool, inspect the result, continue. When you move to longer tasks, now you need more structure. The agent has to decide how to split work, what can run in parallel, wh
๐ข ๐ฌ Built a connector layer for autonomous agents โ CLI dispatch, Telegram approval flows, and MCP bridge in one package. โ score 33
Sources: reddit/r/AIAgents
One of the more tedious parts of running a multi-agent setup: wiring up how agents actually communicate with the outside world and with each other. Every agent needs a way to receive tasks, escalate decisions that need human approval, and hand off to other agents or tools. ClawConnect is what I ende
๐ข ๐ฌ Model Registry: Torrents for open models using Hugging Face as a fallback web seed. โ score 19
Sources: reddit/r/LocalLLaMA
Hi, I created a repo/site for publishing/sharing .torrent files for popular open models, added web seed support and a few scripts to automate it. Repo: https://github.com/marella/modelregistry Site: https://modelregistry.io Web seed will be used as a fallback to download files from Hugging Face if n
๐ข ๐ฌ I silently break training codes or configs so I made pybench [P] โ score 19
Sources: reddit/r/MachineLearning
It is like pytest but for statistical tests: it ensures no regression of your metrics at a statistical level. It manages tedious things such that seeds, past benchmark results, ... Simple CLI working like pytest but with benchmarks/ directory instead of tests/: pybench # 1st time: samples seeds, sav
Omitted 5 additional developer tools items from the main section; see raw data and source-specific sections below.
Infrastructure & Compute
๐ข ๐ wasp-lang/wasp โ The batteries-included full-stack framework for the AI era. Develop JS/TS web apps (React, Node.js, and Prisma) using declarative code that abstracts away complex full-stack features like auth, background jobs, RPC, email sending, end-to-end type safety, single-command deployment, and more. โ score 29
Sources: github_trending
The batteries-included full-stack framework for the AI era. Develop JS/TS web apps (React, Node.js, and Prisma) using declarative code that abstracts away complex full-stack features like auth, background jobs, RPC, email sending, end-to-end type safety, single-command deployment, and more.
๐ข ๐ฌ Benchmarking Self-Hosted Gemma 2 9B vs. Frontier APIs: The FP8 Quantization Prefill Tax and VRAM Realities on an NVIDIA L4 [P] โ score 0
Sources: reddit/r/MachineLearning
When evaluating migrating production LLM workloads off commercial cloud APIs, the conversation usually gets oversimplified into a trade-off between quality and infrastructure cost. To look past clean, isolated averages, I built a repeatable evaluation matrix using a real-world workload: cold outreac
Research Papers
๐ข ๐ค ABACUS: Adapting Unified Foundation Model for Bridging Image Count Understanding and Generation โ score 20
Sources: huggingface
ABACUS is a unified vision-language model that handles object counting, crowd counting, referring-expression counting, and count-faithful image generation without any benchmark-specific training required. Our model is built on existing 3B-parameter unified foundation model and is adapted for object
Other Signals
๐ข ๐ฌ Do we still need to study algorithms now that AI writes most of our code? [D] โ score 19
Sources: reddit/r/MachineLearning
I've been thinking about this for a while. AI can now write functions, explain code, refactor projects, generate tests, and even solve many programming problems better than many junior developers. I've also noticed that Stack Overflow seems far less active than it used to be because many developers
๐ข ๐ฌ Does quantizing change the MTP draft rate? โ score 12
Sources: reddit/r/LocalLLaMA
Speculative decoding speeds up LLM generation by using a small "drafter" model to predict several tokens ahead of the main model. The main model then verifies these predictions in a single forward pass. If the main model is heavily quantized (low bit-rate), it becomes less "consistent" with the draf
๐ Trending Repos
| Repo | Description | Stars Today | Language |
|---|---|---|---|
| hugohe3/ppt-master | AI generates a real, editable PowerPoint from any document โ native shapes & animations, speaker notes voiced as audio narration, and the option to follow your own .pptx template, not slide images ยท by Hugo He | 589 | python |
| colbymchenry/codegraph | Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent โ fewer tokens, fewer tool calls, 100% local | 388 | typescript |
| browser-use/video-use | Edit videos with coding agents | 216 | python |
| facebook/astryx | An open source design system that's fully customizable and agent ready | 164 | typescript |
| rivet-dev/agentos | A faster, lighter, cheaper alternative to sandboxes. Run any coding agent inside an isolated Linux VM, with agent orchestration built in. | 52 | rust |
| CherryHQ/cherry-studio | AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs | 47 | typescript |
| wasp-lang/wasp | The batteries-included full-stack framework for the AI era. Develop JS/TS web apps (React, Node.js, and Prisma) using declarative code that abstracts away complex full-stack features like auth, background jobs, RPC, email sending, end-to-end type safety, single-command deployment, and more. | 29 | typescript |
| logto-io/logto | ๐งโ๐ Authentication and authorization infrastructure for SaaS and AI apps, built on OIDC and OAuth 2.1 with multi-tenancy, SSO, and RBAC. | 4 | typescript |
| lightdash/lightdash | Agentic BI. Analytics at the speed of code โก๏ธ | 1 | typescript |
๐ New Papers
| Title | Category | Hotness | Link |
|---|---|---|---|
| ABACUS: Adapting Unified Foundation Model for Bridging Image Count Understanding and Generation | research_paper | 4 | Open |
๐ฆ Twitter/X Highlights
| Account | Tweet Summary |
|---|---|
| AnthropicAI | Since June 12, weโve been working closely with the US government to restore access to Claude Mythos 5 and Fable 5. Today, the government notified us that Mythos 5, our strongest cybersecurity model, can be redeployed to a set of US organizations that operate and defend critical infrastructure. Weโre Post |
Newsletter
- tldr: ANTHROPIC WANTS CLAUDE TO BE YOUR NEW SLACK COWORKER (2 MINUTE READ)
- tldr: NSA LOST ACCESS TO POWERFUL AI MODEL AMID ANTHROPIC DISPUTE (6 MINUTE READ)
- tldr: ANALYZING CLAUDE CODE USAGE WITH CLOUDWATCH AND OPENTELEMETRY (6 MINUTE READ)
- tldr: HOW NETFLIX SIMPLIFIED BATCH COMPUTE WITH KUEUE (5 MINUTE READ)
- tldr: AIRLLM (GITHUB REPO)
- tldr: THE LOW-TECH AI OF ELDEN RING (14 MINUTE READ)
- tldr: HIDDEN TECHNICAL DEBT OF AI SYSTEMS: AGENT HARNESS (29 MINUTE READ)
- tldr: AN EX-META L8'S AGENTIC ENGINEERING SETUP (22 MINUTE READ)
- tldr: THE STATE OF AI POST-TRAINING AGENTS (8 MINUTE READ)
- tldr: GETTY IMAGES ACCUSED AI OF WHOLESALE THEFT. IT'S NOW AN OFFICIAL CHATGPT IMAGE PARTNER (2 MINUTE READ)
- tldr: HIGGSFIELD LAUNCHES ENTERPRISE MARKETING AGENTS BUILT ON NVIDIA (3 MINUTE READ)
- tldr: AI GAME MAKER (WEBSITE)
- tldr: SO YOU WANT TO SELL INFERENCE (3 MINUTE READ)
- tldr: AI AGENT HYPE MEETS REALITY: THE PRODUCT DOESN'T WORK (AND CHURN IS COMING) (5 MINUTE READ)
- tldr: SPACEX INKS $6.3B COMPUTE DEAL WITH REFLECTION AI (3 MINUTE READ)
- tldr: RETHINKING CLOUD OPERATIONS WITH AGENTIC OBSERVABILITY (5 MINUTE READ)
- tldr: GOOGLE CLOUD AND NOKIA LAUNCH TELECOM AI AGENTS (3 MINUTE READ)
- tldr: AI ADOPTION CORRELATES WITH INCIDENT FREQUENCY, UNDERSCORING NEED FOR GOVERNANCE (4 MINUTE READ)
- tldr: N8N 2026 AI AGENT BUILDER REPORT (12 MINUTE READ)
- tldr: META PAUSES AN AI TRAINING PROGRAM THAT TRACKS EMPLOYEES' KEYSTROKES AFTER AN INTERNAL LEAK (2 MINUTE READ)
- tldr: OPENCLAW'S SKILL MARKETPLACE AND THE EMERGING AI SUPPLY CHAIN THREAT (7 MINUTE READ)
- tldr: AI MODELS CAPABLE OF DEVASTATING ATTACKS ON GOVERNMENTS AND BUSINESSES ARE MONTHS AWAY (2 MINUTE READ)
- tldr: BYTEDANCE'S NEW AI VIDEO MODEL CAN MAKE 30-SECOND CLIPS FROM A SINGLE PROMPT (2 MINUTE READ)
- rundown-ai: AI Agent Startup Guide
- rundown-ai: Programming language for AI-driven biology
- rundown-ai: The Rundown: Brian Hie โ the Stanford professor behind Evo genomic language models โ just released Proto, an open framework that lets researchers compose AI biology models and tools into unified pipelines, rather than ru
- rundown-ai: MAI-Voice-2== - Microsoftโs AI for speech generation in 15 languages
- rundown-ai: OCR 4 - Mistralโs OCR model with layout-aware document understanding
- rundown-ai: Flow - ==Googleโs creative AI studio, now generates ==videos with real locations
- rundown-ai: AWS Summit Washington, DC, begins June 30. Explore the latest AI innovations, network with peers, learn from experts. Save your spot for free.
- rundown-ai: Cloudflare CEO Matthew Prince said in an Axios interview that AI could โdestroy small businessesโ by making it harder for them to persuade agents to buy their products.
- rundown-ai: OpenAI researcher Shyamal Anadkat left the AI lab and returned to India, teasing a new AI venture and arguing that global AI breakthroughs can be built anywhere.
- rundown-ai: The Trump administration is pressuring Meta to submit its models for government reviews, as the U.S. increases scrutiny of advanced AI over security concerns.
- rundown-ai: Nvidia launched BioNeMo Agent Toolkit, which gives AI agents callable tools for protein structure prediction, molecular docking, generative chemistry, and more.
- rundown-ai: Krea open-sourced Krea 2 Raw and Krea 2 Turbo, releasing an undistilled image model for fine-tuning alongside a fast 2K image generator for consumer hardware.
- rundown-ai: Read our last AI newsletter: Sakanaโs Fugu takes aim at the frontier
- rundown-ai: Claude joins Slack as new 'coworker'
- rundown-ai: OpenAI is pushing to power 10 GW of compute with custom chips by 2029, with Nvidia still anchoring model training.
- rundown-ai: Anthropic, OpenAI join $500M plan to kill colds
- rundown-ai: Why it matters: Weโve seen plenty of lofty missions for curing medical issues in the AI-driven science age, but this one hits close to home for everyone. The deep-pocketed AI giants (and their employees) are hoping that
- rundown-ai: Get World Cup ticket deals with AI price tracking
- rundown-ai: Make your company instantly AI native
- rundown-ai: A new Claude Code update log includes references to Fable usage and the removal of โpurchased separatelyโ, pointing to potential usage changes.
- tldr: MICRON AND ANTHROPIC ANNOUNCE STRATEGIC AGREEMENT TO SCALE NEXT-GENERATION AI INFRASTRUCTURE (3 MINUTE READ) - first seen 2026-06-26
- rundown-ai: Meta doubles down on AI smart glasses - first seen 2026-06-26
- rundown-ai: Why it matters: Metaโs AI glasses play has been far from perfect, but the company still holds ~80% of the market. With this release, it is implementing a two-tier strategy โ Ray-Ban for fashion credibility, Meta Glasses - first seen 2026-06-26
- rundown-ai: Build a Clippy-like desktop pet for Codex - first seen 2026-06-26
Repeated From Recent Briefings
- google-labs-code/design.md โ A format specification for describing a visual identity to coding agents. DESIGN.md gives agents a persistent, structured understanding of a design system. - first seen 2026-06-11
- Panniantong/Agent-Reach โ Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu โ one CLI, zero API fees. - first seen 2026-06-06
- topoteretes/cognee โ Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine. - first seen 2026-06-21
- JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting - first seen 2026-06-18
- opendatalab/MinerU โ Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows. - first seen 2026-05-14
- JCodesMore/ai-website-cloner-template โ Clone any website with one command using AI coding agents - first seen 2026-06-03
- xbtlin/ai-berkshire โ AI ๆถไปฃ็ไผฏๅ ๅธๅฐ๏ผๅบไบ Claude Code ็ไปทๅผๆ่ต็ ็ฉถๆกๆถใๅทด่ฒ็นยท่ๆ ผยทๆฎตๆฐธๅนณยทๆๅฝๅๅคงๅธๆนๆณ่ฎบ + ๅคAgentๅนถ่ก็ ็ฉถใ| AI-era Berkshire: a value investing research framework built on Claude Code. 4 masters' methodologies + multi-agent adversarial analysis. - first seen 2026-06-25
- garrytan/gstack โ Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA - first seen 2026-06-21
- Running the Gauntlet: Re-evaluating the Capabilities of Agents Beyond Familiar Environments - first seen 2026-06-15
- safishamsi/graphify โ AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph. - first seen 2026-06-26
- ... plus 71 more repeated items in processed data