DIRECTORY
Sitemap.
- Paras Madan
AI engineering, founding, and go-to-market.
- I began with code.
Paras Madan’s journey from machine learning research at IIT Roorkee through Cruxe, Paytm, AI, and Varnan.
- Contact
Book a 30-minute call or email paras@varnan.tech.
- Writing
Notes on AI, engineering, and distribution.
- Companies I’ve worked with
Collaborations, reported outcomes, videos, and case studies.
- Ideas, shared on stage
Talks, recordings, applied AI workshops, and a generative AI hackathon organized by Paras Madan.
- All essays.
Browse the essay archive.
- AI & engineering.
Browse the essay archive.
- GTM & distribution.
Browse the essay archive.
- Enterprise AI.
Browse the essay archive.
- Latest in AI.
Browse the essay archive.
- Developer documentation
Public APIs, OpenAPI specification, Markdown formats, and a live request explorer.
- For agents
Content directory, source links, and reading formats.
Published essays
- ADRs4AI Explained: Git-Based Decision Records for Coding Agents
- Agent Swarm 2.6 Adds Codex Gateway Routing and Workflow Run Trees
- Muse Spark Open on Baseten Loops: Post-Training Access and Limits
- Claude Code Monitor Reaches Bedrock, Vertex and Foundry: What Changed
- GXO Expands Agility Digit Deployment: What the 2027 Warehouse Plan Means
- Hurston-1 TTS Explained: Accented English for Voice-Agent Testing
- LLM Skin Cancer Benchmark: Why Diagnosis Accuracy and Triage Tell Different Stories
- PaperPilot v0.6: Local PDF Tools for AI Agents, With MCP and WASM
- Replit Adds Japanese Across Its Interface, Prompts and Output
- RynnUnify Releases Visual Planning and Agentic RL Code: What Developers Can Use
- Sophon Agent 1.0: How the Three-Body AI Character Uses Knowledge and Memory
- Strawberry 1.0: AI Browser Pricing, Companions and Automation Limits
- MiniMax M3.1 Flash Post-Training on Together: Limits and GPU Pricing
- Apollo’s AI Payoff Warning: What the Spending and Productivity Data Show
- Argus Brings AI Security Agents and Controlled Response to Open Source
- Baseten Environment Network: How Custom RL Training Engagements Work
- Farol Explained: A Pull Request Risk Map After AI Code Review
- llama.cpp CUDA Update: Faster Prompt Processing, Not Faster Token Generation
- Microsoft Open-Sources Agensh: How Its 1,024-Agent Harness Works
- oai-math-revised: How the Community Review Hub for OpenAI Math Works
- Pennsylvania AI Advertising Law: Disclosure Rules, Exceptions and Timing
- Qwen Code 0.26.1: Managed Subagents, Live MCP Changes and Context Compression
- Sakana Aquarium Explained: Enterprise AI Agents Built Around an Ontology
- UK AI Biosecurity Lab: Funding, OpenAI and Anthropic's Role
- UK AI Budget Plans: Cyber Shield, NERV and Startup Funding Explained
- Atria Dawn Open Weights: FP8 Downloads, 512K Context and Deployment Limits
- Block Dessa Explained: Speech-Only Training, Local Hardware and Availability
- Claude Adds MCP Tasks and Elicitations: CLI Availability and Limits
- Corgi Explained: A Terminal Workspace for Claude Code, Codex and Other Agents
- Cursor Computer Use: Desktop App Testing Beyond the Browser
- Devin Desktop Refresh: New Agent Window and ChatGPT Usage Limits
- Gemini Notebook Connected App: Actions, Setup and Availability
- GitHub Copilot in Teams: New App and November Migration Deadline
- GLM 5.3 Flash on Mistral: API Pricing, Context and Agent Support
- Grok Bot Vault: Saved Logins, Cards and Contact Details Explained
- Hikrobot Launches Mingzhi Robots: Onboard AI and Simpler Factory Transport
- Kimi K3.1 Pro: Pricing, API, Benchmarks and Highspeed Explained
- Krea Comes to Grok Bot: Image, Video and Billing Setup Explained
- Langfuse 4.69: Skill Tracing, MCP Updates and AI Gateway Setup
- Ling 3.0 Flash Sante: Open Weights, Architecture and Deployment Limits
- Liquid AI d1.1: Pricing, API Access and What Changed
- Meta Acquires Sundial: What the AI Analytics Deal Actually Changes
- Mundo World Model Explained: From Photos to Editable Simulations
- NVIDIA Nemotron Bolt E4B: What the 4GB Local-Agent Model Can Run
- OpenResearch Adds Trackio: Experiment Charts and Agent Read-Back
- Maya-XS Runs DeepSeek V4.1 Flash in 120.6 GB: What Still Lives on SSD
- Pydantic AI 2.61: Structured Citations, Local Sandboxes and Upgrade Checks
- Resend Inboxes Gives AI Agents Threaded Email, With Shared Quotas
- Sidekick Builder: A $7-a-Week Robotics Development Workspace
- Tencent Hy-Nomas: Open World Model, RTX 4090 Support and Memory Tradeoffs
- TorchNeuron Model Support: How to Check AWS Trainium Compatibility
- Tractian Talos Explained: An Open Decision Model for Industrial AI Requests
- OpenResponses, OpenSandbox and OpenEnv Join AAIF: Which Agent Layer Each Covers
- AiMOGA Mobo Pre-Sale: Price, Features and What Is Still Missing
- Amazon Polly Generative Voices: Hindi, Finnish and Unchanged Pricing
- Anthropic Donates Agent Skills to AAIF: What Changes for Developers
- Anthropic’s Claude Formal Verification Research: What the Proofs Actually Guarantee
- Arc Browser Is Shutting Down: Dates, Data Export and Moving to Dia
- AWS Continuum for Code Vulnerabilities: GA, Pricing and How It Works
- Canva Craft: Image Generation, API Access, Pricing and Limits
- Claude Auto Mode Becomes the Default: Plans, Rollout and Manual Controls
- Claude on Google Cloud: Anthropic-Managed API, Billing and Migration Limits
- Cognition Vulnerability Fixes Plugin: How It Works Across Coding Agents
- Dagger 1.0 Beta: CI for Coding Agents, Pricing and Migration
- GitHub Copilot Usage Metrics Now Name Custom Skills, Agents and MCP Servers
- GitHub Copilot Global Default Policy Starts Rolling Out: What Admins Should Check
- Grok Bot Pages: Reports, Memos and Dashboards You Can Keep Updating
- Grok Bot Phone Apps: Calendar, Reminders and Contacts on iOS and Android
- Hermes Cua Spaces Plugin: Setup, Desktop Support and Limits
- IBM Granite Timeseries Ensemble R1: Forecasting, Benchmarks and Limits
- inDrive and Pony.ai Plan Kazakhstan Robotaxis: What Is Confirmed
- Microsoft MAI-DxO: New SDBench Results, Open Code and Clinical Limits
- Microsoft ThinkingBox Training: Database Rewards, Agent Reliability and Setup
- MiniMax M3.1 Flash Open Weights: License and Deployment Requirements
- Modal Dojo Explained: LLM Training Recipes, Models and Evaluation
- Modal Spindle: A Tinker-Compatible Training API With GPU-Time Pricing
- NEURA 4NE1 Gen 4: What Changed and How TUM RoboGym Trains It
- OlmoEarth v1.3: Global Satellite Embeddings, Coverage and How to Use Them
- OmniDR-Bench: How Video Deep Research Agents Are Evaluated
- OpenAI API Model Retirements on October 23: What to Migrate
- OpenAI Decisions API: GA Pricing, GPT-Live Integration and Limits
- OpenAI Habitat Explained: How Storage Reads Became 12 Times Faster
- Polarise Rise: Pricing, Features and Drive API Availability
- Raw-RAG vs Agentic Memory: What the New Benchmarks Show
- Replit Monitoring Agent: Auto-Fix, Auto-Republish, Pricing and Limits
- Runware Adds LTX-2.3 Video Extension: API Controls and Limits
- SageMaker AI Training Sessions: Custom Training Loops Without Managing GPUs
- Sarvam Responses API Goes GA: Models, Pricing and Migration Limits
- Sereact and Nebius Add a Closed Training Loop for Warehouse Robots
- SpaceXSI Partner Network: Grok Integrations, Partner Tiers and How to Apply
- Tencent WeVisOne-VL: Open Models for Segmentation and Matting
- ThinkingCap Gemma 4 26B: Fewer Reasoning Tokens, Benchmarks and Deployment
- 1Password for Agents: How AI Sign-In Works and What's Available
- Agent4Sci: What Scientific AI Agents Gain From Better Skills
- Aikido Noon Explained: AI Governance, Pricing and Early Access
- AKV Cache Engineering: How Agents Can Reduce Inference Costs
- Alter Explained: Access Control for Multi-User AI Agents
- Baseten Mammoth-1 and Elephant-1: Decision Models, API and Pricing
- Bekko Static Embedding: Multilingual Retrieval on CPU Without a Transformer
- Bria Fibo 2.0: API Pricing, Dev vs Edit Turbo and Licensing
- Carbon-X Explained: An Open DNA Language Model, Benchmarks and Local Runtime Limits
- Claude API 2026-10-21: Breaking Changes and SDK Migration
- Claude Duet: Research Preview, Pricing and How the Proactive Agent Works
- Claude Security Continuous Scanning: API, Pricing and Enterprise Access
- Claude Web Fetch Controls: Domain Restrictions and the New 400 Error
- CulturalRiddles: Cohere's Cultural Reasoning Benchmark, Results and Limits
- Cohere Model Vault Confidential Computing: Beta, API and Security Limits
- Consensus Threads API: Research Follow-Ups, MCP and Pricing
- Corridor Argos 1 Explained: A Small Model for Security Context Selection
- Databricks MemCurrent Explained: Persistent Memory for AI Agents
- Databricks Unity Gateway Adds MCP Prompt-Injection Screening: How It Works
- Devin Review Adds Bitbucket Cloud Support: Setup and Limits
- DONIC Explained: Teaching Two Robot Hands From Human Demonstrations
- ElevenCreative Chimera: How Eleven v4 and Seedance 2.5 Work Together
- ElevenLabs Realtime Translation: API, Languages and Enterprise Alpha
- GitHub Copilot Impact Dashboard Adds Industry Comparisons
- GitHub PDD Kit Explained: Verifying AI-Written Rust With Verus
- Glean Headless Agent Builder: How It Works in Claude Code, Cursor and Codex
- Google ForTy Explained: A 10-Meter AI Map of Forest Types
- Google and Voltus Expand Their Virtual Power Plant Plan to 1 Gigawatt
- HeyGen Video 1 Explained: API, Native Audio and 2K Limits
- HeyGen Voice Turbo API: Free Access, Pricing and Limits
- LayerFS 1.0: AI Agent Workspaces, Benchmarks and Deployment Limits
- Meta Muse: 10 Million Setups, Monetization Plans and the Compute-Cost Problem
- MiniMax Code Mini Apps: Persistent Workspaces for AI Agents
- NVIDIA Agent Knowledge Foundation: How Auto Ontology Connects Agents to Business Data
- NVIDIA DGX Spark Eight-Node Clusters: Memory, Benchmarks and Setup Limits
- NVIDIA FOX: Factory Operations Agents and How Early Access Works
- OpenAI AI Gateway Approval: What Changes on November 20
- OpenAI API Service Tier Controls: How to Fix Disallowed Tier Errors
- Qwen-Audio-3.1-ASR Explained: Diarization, Streaming and API Limits
- Recursive Flint: Local Coding, Hardware Requirements and Context Limits
- Replit for Government: AI App Building, Access and Deployment Limits
- Sage-A1.5 Explained: Open Weights, Agent Orchestration and Scientific Research
- Sarvam Knowledge Fabric: Enterprise Agent Retrieval Explained
- Solcis Launches AI Agent Compliance Studio and Policy Engine
- StreamEval Explained: Why Good AI Video Can Still Fail Live Instructions
- Uber Rolls Out ChatGPT Work to More Than 30,000 Employees
- Walmart Agent Gateway Explained: MCP, Agent Profiles and Beta Access
- WorldTUI Explained: A 360M Model That Simulates a Terminal in Your Browser
- Ai2 FairStress: A Fairness Benchmark That Tests How AI Decisions Change
- ChatGPT Ads Reach 89 Countries: How the Ad System Works
- ChatGPT Locked Chats: How to Use a PIN and What Stays Private
- Claude Opus 5.5 in Antigravity: Access, Billing and Model Controls
- Claude API Adds User Profiles and Beta Enforcement Webhooks
- Claude Attack Surface Reduction: What Anthropic's New Research Shows
- Claude Enterprise Inference Hooks Reach General Availability
- Cohere Rerank 5: Pricing, Context Focus and API Changes
- Coral NPU Compiler 1.0: New Hardware, Toolchain and Deployment Limits
- CoreWeave Physical AI Launchables: Simulation Templates and Agent Workflows
- CoreWeave Zero Trust AI Framework: Controls, Availability and Limits
- Drex Max API: Pricing, Computer Use and Context Limits
- EAGLE-4 Arrives With Adaptive Speculative Decoding
- Eleven Realtime v1 Mini and Max: API Pricing, Benchmarks and Limits
- FastH3 Omni Weights Are Available: Video Controls, GPU Needs and License Limits
- FocusGUI Explained: A Small Adapter for Omni-Modal GUI Agents
- Gemini Personal Intelligence on Android Auto: Availability, Setup and Privacy
- TorchTPU Is Open Source: Native PyTorch on Google TPUs Explained
- GPT-Rosalind Distributed Agents: What the New Biology Research Shows
- i14 Laplace 3B on Trainium2: Fixed-Memory Serving Results
- i14 Sugar Glider 120B: Million-Token Context With Constant Memory
- IBM ALTK-Evolve: How Learned Memory Improves Customer-Service Agents
- IBM Granite Speech 5.0: Choosing Accuracy, Speed or Speaker Attribution
- LangChain Brings Mid-Run Slack Questions to Managed Deep Agents
- llm-d 1.0: What Changes for Multi-Tenant AI Inference
- GitHub Enterprise Local: Microsoft's Ignite GA Plan and Sovereign AI Updates
- Mistral and NVIDIA Plan Physics AI Benchmarks for Engineering Agents
- Nemotron 3.5 Embed and Rerank: Models, Benchmarks and RAG Deployment
- NVIDIA Cosmos3-H-Dreams: How the Surgical World Model Works
- NVIDIA DSX POD Explained: The 14-Day AI Factory Claim and What It Requires
- NVIDIA Hyperion Update: Alpamayo 2 Edge, Halos SAFE and Robotaxi Plans
- NVIDIA Isaac Lab 3.0 and Isaac OS: What Changes for Robot Developers
- NVIDIA OpenShell and Sentry: How the New Agent Security Architecture Works
- NVIDIA SimReady Central: 2,000+ Assets for Robotics Simulation
- OpenAI 12-Hour Prompt Caching: API Pricing and When It Saves Money
- OpenAI on Google Cloud: Models, Codex Access and Private Preview Details
- OpenAI Acquires Orchestra Bio: What It Adds to Rosalind
- OpenAI Patch the Planet: How the New Disclosure Framework Works
- PAR Explained: Making Looped Language Models Track Longer Problems
- Perplexity Computer on Mac: Fully Local AI, Models and Requirements
- Perplexity and Valarian Bring Computer to Private and Air-Gapped Infrastructure
- Respan Launches a Rust AI Gateway Built Around Plugins
- RFD4-Proteina Explained: Joint Protein Design and Inference-Time Search
- Rhapsody Launches Guardian to Control AI Agent Access to Healthcare Systems
- Ropedia W0: 5B World Model Weights, Robot Data and Hardware Requirements
- Runway Creative Joins Claude Marketplace, Opening an Enterprise Budget Route
- S-Agent 2.0: Spatial Reasoning Tools for General Coding Agents
- Sierra and Stripe Bring Payments Into AI Voice Calls
- Why Founder-Led Technical Content Is Working So Well in AI
- AA-PersonalityBench Explained: How AI Models Differ in Writing Style
- Bedrock Claude Structured Outputs: What's Expanded and What to Check
- Claude Designed Scorpion-Toxin Binders: What Anthropic’s Research Actually Shows
- DeepSeek DeepInfer: Hardware Requirements and What the Open Release Includes
- Devin Efficiency Score: How Enterprise Cost Controls and Auto-Approvals Work
- Dream-1 Robot API: Pricing, Compatible Robots and Research Beta Limits
- FLUX 3 Max Video API: Pricing, Clip Length and Generation Limits
- Gemini for Government Services: Private Preview, Workflows and Deployment Limits
- Gemini Notebook Adds Outline Review Before Slides and Videos Render
- HealthBench Professional Leaderboard: Why Answer Length Changes the Rankings
- Langfuse Experiment Comparison: Baselines, Charts and Regression Review
- SlideOn and mSlideOn: LightOn's Sparse Retrieval Models Explained
- Mamba-2 in NVIDIA cuTile: Faster Forward Kernels and What the Benchmark Means
- Maxwell Speeds Up LTX-2.5: What the 4K Video Result Measures
- MemT-1.0: Native AI Memory, Storage Gains and Deployment Limits
- Mercury 3 API: Pricing, Million-Token Context and Diffusion Speed
- Meta Prometheus Explained: GPU Capacity, Training Goodput and Reliability
- Meta's Thin Orchestrator: How to Make Multi-Agent Workflows More Reliable
- Microsoft BioEmu2: Open Weights for Biomolecular Structure and Dynamics
- Mistral Voxtral 3: API Pricing, Voice Agents and Migration Changes
- OpenAI MultiLangBench: Testing AI Coding Beyond Popular Languages
- Otter.ai Raises $320 Million: What the General Catalyst Financing Changes
- PyTorch 2.15 MPS Preview: FP8, Faster Mac Models and Memory Fixes
- AWS TorchNeuron: Native PyTorch on Trainium, With Beta Limits
- Wabi 2.0: Shared AI Chats, Downloads and What Is Free
- Yelp Check for Me and Smart Lead Reply: Availability, Pricing and Limits
- Zoom AI Services Expands: Voice APIs, Decisions and MCP Availability
- Agno 3.1.5: GitHub-Pinned Agents and S3 Checkpoints
- Anthropic Public Benefit Fund: The 5% Share Commitment and What Comes Next
- BILL Adds AI Controls, Chat Beta and an MCP Connector
- Claude-Mem 14: How My Work Tracks and Reviews Agent Tasks
- monday.com's Harmony Launches AI Voice Sales Agents in Four Markets
- InvokeAI 7 Alpha 3: Board Sharing Limits, Qwen and Upgrade Risks
- JAX 0.12.0 Upgrade Guide: CPU Requirements, NumPy and MXFP4
- Jcode 0.99: Account Failover and Idle Session Hibernation
- Kotoba on fal: Realtime Speech APIs, Languages and Pricing
- LiteLLM 1.106: Response Cache Limits and WebSocket Migration Checks
- LiteLLM 1.107 RC: Token Count Sources and Alternate Counting Models
- LobeHub 2.2.20: Device Model Relay and Reviewed Agent Batches
- Magpie Provider Plugins: What Changes for Accounts and Extensions
- MeetCap 1.0: Local Meeting Notes Your Coding Agent Can Use
- Ming-3.0 TTS Ships Inference Code for Controllable Speech
- MiniMax M3.1 Flash: API Pricing and Always-On Reasoning
- MLX-VLM 0.7.9: FLUX 3, MOSS and Nemotron on Mac
- Oh My Pi 18.12.2: Background Computer Use and Takeover Settings
- OpenClaw 2026.10.5: Worker Inference, X Replies and Upgrade Checks
- Reasonix Studio 2.45: Scheduled Tasks and Agent Dispatch Controls
- Sarvam Creator Partner Programme: Credits, Eligibility and Payments
- Tenstorrent's $1.5B Series E: Galaxy Hardware and AI IP Plans
- tlbx 10.22: Voice Control for Coding Agents, Linux Downloads First
- Xolotl for DeepSeek V4.1 Flash 1017: Hardware and Windows Support
- ZeroClaw 0.8.6: WASM Plugins and Upgrade Requirements
- Claude Finds Cheaper Quantum Circuits, With Checkable Trade-Offs
- Elorian's Glimpse: Visual Reasoning, Pricing and Limits
- Gemini 4 Argon in AI Studio: Google AI Pro Access and Limits
- Google VERID: State Verification for Lab AI Agents
- Hyper 1.11 Cloud Browser: Access, Sign-In and Limits
- Meshy Edit: Pricing, Supported Models and How to Use It
- MonoCode 0.14: Remote Coding Agents Without systemd
- NVIDIA Indic Pretraining: The 2.8T-Token Corpus and Open Translation Recipe
- Nemotron 3.5 Parse: Benchmarks, Deployment and Document Parsing Tradeoffs
- Perplexity Decider v1.2 and Flash: Pricing, Grouping and Threshold Changes
- Pika for ChatGPT: Creative Tools, Timeline Editing and Credits
- Reason Network: How Claude Code, Codex and Team Agents Connect
- vLLM 0.32 Upgrade Guide: System One, HF Parsers and KV-Cache Tradeoffs
- vLLM Kimi K3: What the 842 Tokens-per-Second Result Measures
- VN Studio: AI Video Workflow, Pricing and Authorship Records
- W&B 0.31 SDK: CoreWeave Forge Domains and Migration Checks
- Anthropic's AI Employment Study: Junior Hiring, Agent Hours and What the Data Shows
- ChatGPT Slides: How to Create, Edit and Export Presentations in Space
- Claude Traces NIST Curve Seeds: What the ECDSA Discovery Means
- Claude Opus 5.5 Fast Mode: API Pricing, Access and When to Use It
- Cursor Cloud Agent Canvases and Environments API: What Changed
- DeepSeek V4.1 Flash 1017: API Pricing, Open Weights and New Search Tools
- GPT-6 Astra Pro Adds Parallel Agents in ChatGPT: Access, Limits and What Changed
- Matrix-Game 4.0 Brings Neural Game Rendering to RTX 5080 and 5070 Ti
- MOSS-Image: Open Weights, Layout Control and ComfyUI Support
- Reflection Beam Open Weights: Hardware, API Access and Limits
- Replit Bring Your Own Cloud: Deployment Options, Access and Limits
- Tencent Hy-Memory 2.0: Open Models and Shared Memory for AI Tools
- Claude Code Desktop Update: Nested Sessions and Saved Environments Explained
- FLUX 3 Image Klein: Hardware, API Pricing and License Explained
- GPT-Live-1.1: New Voices, Quip, Usage Limits and API Availability
- Grok Voice 3.0 API: Pricing, Benchmarks and What Changes From 2.0
- IBM Granite Switch 4.1 Explained: Chat, Decisions and Speech in One Endpoint
- Kling 4.0 Is Fully Available: MCP, CLI and What Is Still Coming
- Krea 3 Beta: Image Editing, API Pricing and What to Check
- Mistral Timestral: Forecasting Models, CPU Inference and License Limits
- Muse Spark Open: Downloadable Weights, Hardware Needs and License Terms
- Nemotron 3.5 Super VL: Open Weights, Hardware Requirements and Speed Claims
- Perplexity SPACE Explained: Open-Source Agent Sandboxes, API and E2B Compatibility
- Step 5 Preview Open Weights: Hardware, Context and License Explained
- Epic Games' AI Development Pivot: What Tim Sweeney Confirmed
- Ambi AI Explained: Desktop Downloads, Pricing and Privacy Limits
- Atticus: A Mac Voice Assistant with Local Commands and Claude Code
- BetterWispr: A Free, Local Wispr Flow Alternative for Mac
- BrokenML Benchmark: How Access Changes AI Agents' ML Repair Results
- Claude Managed Agents Dynamic Workflows: Limits, Pricing and Setup
- ElevenLabs Brand Kit: How It Works in ElevenCreative
- Fireworks AI Security Incident: Exposed Secrets and API Key Actions
- GLM-Legal: API Beta, Legal Benchmarks and What Is Available
- GPT-6.1 Sol Gets 500K Default Context in Codex and Work
- Microsoft Maia 300: Architecture, Performance Claims and 2027 Availability
- MISSINGNO on Nous Portal: Pricing, API and Hermes Agent Setup
- MorningAI Website Agent: How the New Site and Social Workflows Work
- Muse Wonder: API Pricing, Context Window and Full Model Access
- OpenCode 1.19 Adds an Explicit Upgrade Path to OpenCode 2
- OpenJet's Qwen3.8 Megakernel: What the RTX 3090 Benchmarks Show
- Pensieve 0.6: Local Code Search and MCP Context for AI Agents
- Qwen Image 2.1 Turbo: 8-Step Generation, API Access and License
- REA 6.4 Adds Android Inspection to AI Coding Agents
- Sakana MASS: Teaching a Model From Its Own Agent Teams
- Satya Nadella's AI Emergency Brake Puts Control Outside the Model
- UK AI Security Plan: Cyber Defence, Agent Incidents and What Changes
- Yandex AI Studio Outage: Which Services Are Affected
- Nobody knows which AI model to pick.
- How Muse, Instinct, and OpenClaw Work
- AI GTM Is Just Fast Experimentation
- AI Is Saving Time. Why Aren’t Costs Falling?
- The Rise of Engineer-Led Marketing
- AI safety is becoming an ops problem
- Every attack in Anthropic's threat report ran on the cheaper models
- Building a meme generator MCP server from scratch
- Evaluating naive and hybrid RAG using Weaviate and Athina
- Text to SQL without sharing database rows
- 13 projects from the generative AI hackathon I organized
- Best way to deploy open-source LLM models
- Model quantization techniques: use LLMs on your CPU