https://autokaam.com/ https://autokaam.com/og/home.png AutoKaam https://autokaam.com/news/303-routes-zero-red-gates-static-export-preflight/ https://autokaam.com/og/news/303-routes-zero-red-gates-static-export-preflight.png 303 Routes, 0 Red Gates: Export Needs Preflight 303 routes and zero red gates in a static export preflight https://autokaam.com/news/cheap-vs-flagship-llm-tier-operator-eval-2026/ https://autokaam.com/og/news/cheap-vs-flagship-llm-tier-operator-eval-2026.png GLM-5.2 Cleared the Six Hard Tasks I Vet Models GLM-5.2 cheap versus flagship LLM operator evaluation battery on AutoKaam https://autokaam.com/news/local-ai-consumer-gpu-operator-reality-2026/ https://autokaam.com/og/news/local-ai-consumer-gpu-operator-reality-2026.png GLM-5.2 Ships 753B Weights, GTX 1660 Holds 6 GB A 6 GB GTX 1660 running Gemma 3 4B vision through Ollama, set against the 753B GLM-5.2 release it cannot host. https://autokaam.com/news/multi-agent-orchestration-operator-reality-2026/ https://autokaam.com/og/news/multi-agent-orchestration-operator-reality-2026.png Claude Code v2.1.172 Unlocks Recursive Sub-Agents Recursive sub-agent fleet orchestration, an operator read on AutoKaam https://autokaam.com/news/information-gain-2026-seo-ranking-lever/ https://autokaam.com/og/news/information-gain-2026-seo-ranking-lever.png Information Gain Is the 2026 SEO Ranking Lever Information Gain as the 2026 ranking lever, generic AI content suppressed, AutoKaam operator dossier with 25 percent indexation receipt https://autokaam.com/news/github-actions-free-minutes-self-hosted-runner-2026/ https://autokaam.com/og/news/github-actions-free-minutes-self-hosted-runner-2026.png I Burned 90% Of GitHub's Free CI Minutes GitHub Actions 1800 of 2000 free minutes burned across three repos, self-hosted Oracle ARM runner escape, AutoKaam operator read https://autokaam.com/news/bing-first-seo-indian-operator-reality-2026/ https://autokaam.com/og/news/bing-first-seo-indian-operator-reality-2026.png Bing Sends One Site 85% Of Traffic. Google: 0.2%. Bing 85 percent versus Google 0.2 percent traffic split for an Indian content site, AutoKaam operator read https://autokaam.com/news/codex-bridge-gpt5-5-opus-routing-india-stack/ https://autokaam.com/og/news/codex-bridge-gpt5-5-opus-routing-india-stack.png Codex Bridge: GPT-5.5 And Opus 4.7 In One Loop Codex Bridge GPT-5.5 Opus 4.7 routing India stack, AI coding on AutoKaam https://autokaam.com/news/anthropic-prompt-caching-cache-first-design-2026/ https://autokaam.com/og/news/anthropic-prompt-caching-cache-first-design-2026.png Anthropic Prompt Caching: The Missed Lever Anthropic Prompt Caching cache-first design 2026, AI economics on AutoKaam https://autokaam.com/news/claude-code-fast-mode-opus-4-7-india-solo/ https://autokaam.com/og/news/claude-code-fast-mode-opus-4-7-india-solo.png Claude Code Fast Mode Has Moved Beyond Opus 4.7 Claude Code Fast Mode current model-selection guidance on AutoKaam https://autokaam.com/news/gpt-55-claude-47-gemini-3-router-playbook-may-2026/ https://autokaam.com/og/news/gpt-55-claude-47-gemini-3-router-playbook-may-2026.png Three Frontier Labs, Three Different Winners GPT-5.5 vs Claude 4.7 vs Gemini 3 router playbook May 2026, AI on AutoKaam https://autokaam.com/news/vibe-coding-wars-bolt-lovable-replit-v0-may-2026/ https://autokaam.com/og/news/vibe-coding-wars-bolt-lovable-replit-v0-may-2026.png 48 Hours to a Paying SaaS: Vibe Coding Tested Vibe coding wars Bolt Lovable Replit v0 May 2026, tools on AutoKaam https://autokaam.com/news/cloudflare-containers-ga-vps-obsolete-2026/ https://autokaam.com/og/news/cloudflare-containers-ga-vps-obsolete-2026.png Cloudflare Containers Hit GA, Indian VPS Wins Cloudflare Containers GA VPS obsolete 2026, infrastructure on AutoKaam https://autokaam.com/news/cursor-background-agents-claude-code-zed-windsurf-may-2026/ https://autokaam.com/og/news/cursor-background-agents-claude-code-zed-windsurf-may-2026.png Cursor vs Claude Code vs Zed vs Windsurf Tested Cursor vs Claude Code vs Zed vs Windsurf May 2026, developer tools on AutoKaam https://autokaam.com/news/anthropic-managed-agents-9-day-field-test/ https://autokaam.com/og/news/anthropic-managed-agents-9-day-field-test.png Anthropic Managed Agents: Nine Days, Field Notes Anthropic Managed Agents 9-day field test, AI infrastructure on AutoKaam https://autokaam.com/news/anthropic-plants-sydney-flag-snowflake-vet-runs-anz/ https://autokaam.com/og/news/anthropic-plants-sydney-flag-snowflake-vet-runs-anz.png Anthropic Plants Sydney Flag, Pulls Snowflake Vet AutoKaam original, branded card for anthropic-plants-sydney-flag-snowflake-vet-runs-anz https://autokaam.com/news/melbourne-indie-mixtape-ships-no-ai-pitch-just-craft/ https://autokaam.com/og/news/melbourne-indie-mixtape-ships-no-ai-pitch-just-craft.png Melbourne Indie Studio Ships Mixtape, Skips AI AutoKaam original, branded card for melbourne-indie-mixtape-ships-no-ai-pitch-just-craft https://autokaam.com/news/aviation-staffing-per-diem-scheme-overtime-lawsuit/ https://autokaam.com/og/news/aviation-staffing-per-diem-scheme-overtime-lawsuit.png Per Diem Trick Torches Overtime Pay in Aviation AutoKaam original, branded card for aviation-staffing-per-diem-scheme-overtime-lawsuit https://autokaam.com/news/commerce-department-cracks-frontier-models-before-release/ https://autokaam.com/og/news/commerce-department-cracks-frontier-models-before-release.png Commerce Cracks Frontier Models, Crowds Out Vendor Self-Audit AutoKaam original, branded card for commerce-department-cracks-frontier-models-before-release https://autokaam.com/news/snowflake-bleeds-as-anthropic-plants-sydney-flag/ https://autokaam.com/og/news/snowflake-bleeds-as-anthropic-plants-sydney-flag.png Anthropic Plants Sydney Flag, Bleeds Snowflake AutoKaam original, branded card for snowflake-bleeds-as-anthropic-plants-sydney-flag https://autokaam.com/news/citizens-bank-deposit-flight-ice-ties-treasury-playbook/ https://autokaam.com/og/news/citizens-bank-deposit-flight-ice-ties-treasury-playbook.png Citizens Bank Bleeds Deposits Over ICE Ties Citizens Bank Bleeds Deposits as Nonprofits Pull Cash Over ICE Ties, banking on AutoKaam https://autokaam.com/news/commerce-locks-google-microsoft-xai-pre-release-federal-audits/ https://autokaam.com/og/news/commerce-locks-google-microsoft-xai-pre-release-federal-audits.png Commerce Locks Google, Microsoft, xAI Into Audits Commerce Locks Google, Microsoft, xAI Into Pre-Release Federal Audits, AI policy on AutoKaam https://autokaam.com/news/deepmind-london-unionizes-pentagon-deal-vendor-risk/ https://autokaam.com/og/news/deepmind-london-unionizes-pentagon-deal-vendor-risk.png DeepMind London Unionizes, Cracks Pentagon Pitch DeepMind London Unionizes, Cracks Google's Pentagon Pitch, google-deepmind on AutoKaam https://autokaam.com/news/doctolib-plants-uk-flag-crowds-out-local-healthtech/ https://autokaam.com/og/news/doctolib-plants-uk-flag-crowds-out-local-healthtech.png Doctolib Plants UK Flag, Crowds Out Local Healthtech Doctolib Plants UK Flag, Crowds Out Local Healthtech, industry on AutoKaam https://autokaam.com/news/heretic-13-ships-reproducible-runs-bleeds-fork-cloners/ https://autokaam.com/og/news/heretic-13-ships-reproducible-runs-bleeds-fork-cloners.png Heretic 1.3 Ships Reproducible Runs, Bleeds Forks Heretic 1.3 Ships Reproducible Runs, Bleeds the Fork-Cloners, open-source on AutoKaam https://autokaam.com/news/monzo-spain-launch-eu-expansion-after-us-retreat/ https://autokaam.com/og/news/monzo-spain-launch-eu-expansion-after-us-retreat.png Behind Monzo's Madrid Push, the US Retreat Loomed AutoKaam original, branded card for monzo-spain-launch-eu-expansion-after-us-retreat https://autokaam.com/news/moritz-9m-pre-seed-bleeds-harvey-legora/ https://autokaam.com/og/news/moritz-9m-pre-seed-bleeds-harvey-legora.png Moritz Raises $9M, Bleeds Harvey and Legora AutoKaam original, branded card for moritz-9m-pre-seed-bleeds-harvey-legora https://autokaam.com/news/uk-challenger-banks-halve-loan-growth-smbs-pay/ https://autokaam.com/og/news/uk-challenger-banks-halve-loan-growth-smbs-pay.png UK Challenger Banks Halve Loan Growth, SMBs Pay UK Challenger Banks Halve Loan Growth, SMBs Pay the Price, fintech on AutoKaam https://autokaam.com/news/five-eyes-spook-shops-warn-agentic-ai-too-wonky/ https://autokaam.com/og/news/five-eyes-spook-shops-warn-agentic-ai-too-wonky.png Five Eyes Guts Agentic Rollouts, Bleeds Pitch AutoKaam original, branded card for five-eyes-spook-shops-warn-agentic-ai-too-wonky https://autokaam.com/news/musk-altman-trial-week-one-xai-distills-openai-models-confession/ https://autokaam.com/og/news/musk-altman-trial-week-one-xai-distills-openai-models-confession.png xAI Distills OpenAI: Musk's Trial Confession AutoKaam original, branded card for musk-altman-trial-week-one-xai-distills-openai-models-confession https://autokaam.com/news/uk-ai-interviews-bleed-greenhouse-pipelines-as-30-percent-walk/ https://autokaam.com/og/news/uk-ai-interviews-bleed-greenhouse-pipelines-as-30-percent-walk.png 30% of UK Job Hunters Walk Out On AI Interviews AutoKaam original, branded card for uk-ai-interviews-bleed-greenhouse-pipelines-as-30-percent-walk https://autokaam.com/news/openai-crowds-out-premium-chatgpt-bets-ads-beat-seats/ https://autokaam.com/og/news/openai-crowds-out-premium-chatgpt-bets-ads-beat-seats.png OpenAI Crowds Out Premium ChatGPT, Bets on Ads OpenAI Crowds Out Premium ChatGPT, Bets Ads Beat Seats, updates on AutoKaam https://autokaam.com/news/ai-haters-guide-keeps-llms-away-from-workflow/ https://autokaam.com/og/news/ai-haters-guide-keeps-llms-away-from-workflow.png LLMs Over Tools: The Quiet Migration LLMs Over Tools: The Quiet Migration, AI avoidance on AutoKaam https://autokaam.com/news/anthropic-langgraph-cli-version-floor/ https://autokaam.com/og/news/anthropic-langgraph-cli-version-floor.png LangGraph Axes 0.4.21, Locks Agents to 0.4.22 LangGraph Axes 0.4.21, Locks Agents to 0.4.22, updates on AutoKaam https://autokaam.com/news/comfyui-over-vram/ https://autokaam.com/og/news/comfyui-over-vram.png ComfyUI Over VRAM AutoKaam original, branded card for comfyui-over-vram https://autokaam.com/news/dell-family-gives-750m-to-build-new-ut-austin-medical-center-with-ai-focus/ https://autokaam.com/og/news/dell-family-gives-750m-to-build-new-ut-austin-medical-center-with-ai-focus.png UT Austin Guts Old Plans, Ships AI-First Hospital UT Austin Guts Hospital Plans, Ships AI-First Medical Center, philanthropy on AutoKaam https://autokaam.com/news/high-risk-over-compliance/ https://autokaam.com/og/news/high-risk-over-compliance.png High-Risk Over Compliance It's a digital sign saying, "it's not an ai." https://autokaam.com/news/huggingface-transformers-v5-6-0-privacy-ocr/ https://autokaam.com/og/news/huggingface-transformers-v5-6-0-privacy-ocr.png Hugging Face Guts Legacy OCR, Bleeds AWS Textract Hugging Face Guts Legacy OCR, Bleeds AWS Textract, huggingface on AutoKaam https://autokaam.com/news/metagpt-v0-8-0-data-interpreter-rag/ https://autokaam.com/og/news/metagpt-v0-8-0-data-interpreter-rag.png MetaGPT Guts Lock-In, Bleeds Closed-Source Agents MetaGPT Guts Lock-In, Bleeds Closed-Source Agent Stacks, launches on AutoKaam https://autokaam.com/news/n8n-over-zapier-make/ https://autokaam.com/og/news/n8n-over-zapier-make.png n8n Over Zapier, Make: The Control Trade Stock image illustrating code https://autokaam.com/news/on-prem-mistral-vs-hosted-anthropic-tco/ https://autokaam.com/og/news/on-prem-mistral-vs-hosted-anthropic-tco.png Mistral Over Anthropic: The Enterprise TCO Flip Mistral Over Anthropic: The TCO Flip for Enterprise AI, adoption on AutoKaam https://autokaam.com/news/shopify-magic-3-stores-doubled-email-ctr/ https://autokaam.com/og/news/shopify-magic-3-stores-doubled-email-ctr.png Shopify Guts Email Ops, Bleeds Legacy Copy Teams Shopify Guts Email Ops, Bleeds Legacy Copy Teams, adoption on AutoKaam https://autokaam.com/news/vllm-at-10k-qps-what-50-engineer-ml-teams-learned/ https://autokaam.com/og/news/vllm-at-10k-qps-what-50-engineer-ml-teams-learned.png vLLM at 10K QPS: What 50-Engineer Teams Learned vLLM at 10K QPS: What 50-Engineer ML Teams Learned Scaling Open-Weight LLM Inference, research on AutoKaam https://autokaam.com/news/canberra-locks-anthropic-pressuring-aws-and-microsoft-on-pacific-deals/ https://autokaam.com/og/news/canberra-locks-anthropic-pressuring-aws-and-microsoft-on-pacific-deals.png Canberra Locks Anthropic, Crowds AWS, Microsoft AutoKaam original, branded card for canberra-locks-anthropic-pressuring-aws-and-microsoft-on-pacific-deals https://autokaam.com/news/celtic-interconnector-cork-brittany-cracks-irish-compute-ceiling/ https://autokaam.com/og/news/celtic-interconnector-cork-brittany-cracks-irish-compute-ceiling.png 700 MW Lands in Cork, Cracks Dublin's Compute Cap AutoKaam original, branded card for celtic-interconnector-cork-brittany-cracks-irish-compute-ceiling https://autokaam.com/news/claude-code-2-1-ships-subagent-forking-five-tripwires/ https://autokaam.com/og/news/claude-code-2-1-ships-subagent-forking-five-tripwires.png Claude Code 2.1 Lands, Five Tripwires Hit Claude Code 2.1 Lands, Five Tripwires Hit, updates on AutoKaam https://autokaam.com/news/coolify-oracle-arm-0-month-ai-stack/ https://autokaam.com/og/news/coolify-oracle-arm-0-month-ai-stack.png $0/month Over Vercel $0/month Over Vercel, infrastructure on AutoKaam https://autokaam.com/news/crewai-adds-bedrock-v4-daytona-tools/ https://autokaam.com/og/news/crewai-adds-bedrock-v4-daytona-tools.png crewAI Adds Bedrock V4, Locks in Daytona Sandbox crewAI Adds Bedrock V4, Locks in Daytona Sandbox, launches on AutoKaam https://autokaam.com/news/dell-750m-gift-ut-austin-ai-medical-center/ https://autokaam.com/og/news/dell-750m-gift-ut-austin-ai-medical-center.png Dell Guts Legacy Healthcare, Axes 20th-Century Hospital Model Dell Guts Legacy Healthcare, Axes 20th-Century Hospital Model, AI healthcare on AutoKaam https://autokaam.com/news/ds2api-trends-github/ https://autokaam.com/og/news/ds2api-trends-github.png DS2API Cracks Open DeepSeek, Undercuts OpenAI DS2API Cracks Open DeepSeek, Undercuts OpenAI, AI middleware on AutoKaam https://autokaam.com/news/dwp-leak-torches-370m-capita-deal-sopra-steria-sues/ https://autokaam.com/og/news/dwp-leak-torches-370m-capita-deal-sopra-steria-sues.png DWP Leak Torches £370M Capita Deal, Sopra Sues AutoKaam original, branded card for dwp-leak-torches-370m-capita-deal-sopra-steria-sues https://autokaam.com/news/huggingface-privacy-filter-ocr-models/ https://autokaam.com/og/news/huggingface-privacy-filter-ocr-models.png Hugging Face Ships PII Filter, Bleeds Textract Stock image illustrating code https://autokaam.com/news/ollama-v0-21-1-kimi-cli/ https://autokaam.com/og/news/ollama-v0-21-1-kimi-cli.png Ollama Ships Kimi CLI, Guts MLX Sampling Ollama Ships Kimi CLI, Guts MLX Sampling, launches on AutoKaam https://autokaam.com/news/openai-structured-outputs-vs-anthropic-tool-use/ https://autokaam.com/og/news/openai-structured-outputs-vs-anthropic-tool-use.png OpenAI Structured Outputs Tighten Compliance OpenAI Structured Outputs and Anthropic tool use compliance comparison https://autokaam.com/news/pocketbase-vs-supabase-the-boring-backend-that-matters/ https://autokaam.com/og/news/pocketbase-vs-supabase-the-boring-backend-that-matters.png PocketBase Over Supabase: The Indie Dev's Win PocketBase Over Supabase: The Indie Dev's Silent Win, launches on AutoKaam https://autokaam.com/news/ruflo-tops-github-trending-with-agent-swarm-tools/ https://autokaam.com/og/news/ruflo-tops-github-trending-with-agent-swarm-tools.png ruflo Over LangChain: Swarm Tools Gain Edge ruflo Over LangChain: Swarm Tools Gain Edge, AI agents on AutoKaam https://autokaam.com/news/sydney-office-opens-anthropic-crowds-aws-bedrock-anz/ https://autokaam.com/og/news/sydney-office-opens-anthropic-crowds-aws-bedrock-anz.png Anthropic Lands Sydney, Crowds Bedrock for ANZ AutoKaam original, branded card for sydney-office-opens-anthropic-crowds-aws-bedrock-anz https://autokaam.com/news/zapier-vs-make-vs-n8n-2026-ai-automation-wins/ https://autokaam.com/og/news/zapier-vs-make-vs-n8n-2026-ai-automation-wins.png Zapier, Make, n8n: Control Over Convenience Zapier, Make, n8n: Control Over Convenience, automation on AutoKaam https://autokaam.com/news/anthropic-sdk-python-v094-eu-vertex-file-fix/ https://autokaam.com/og/news/anthropic-sdk-python-v094-eu-vertex-file-fix.png Anthropic SDK Cracks EU Vertex Routing Bug Anthropic SDK Cracks EU Vertex Routing, Kills File Data Bug, updates on AutoKaam https://autokaam.com/news/aws-bedrock-model-shortlist-enterprise-2026/ https://autokaam.com/og/news/aws-bedrock-model-shortlist-enterprise-2026.png 40 Models Don't Win Procurement. Five Do. 40 Models Don't Win the Procurement Call. Five Do., AWS Bedrock on AutoKaam https://autokaam.com/news/crewai-1-14-3a3-cold-start-azure-e2b-lxml-cve/ https://autokaam.com/og/news/crewai-1-14-3a3-cold-start-azure-e2b-lxml-cve.png crewAI Axes Cold Start by 29%, Patches lxml CVE crewAI Axes Cold Start by 29%, Patches lxml CVE in 1.14.3a3, updates on AutoKaam https://autokaam.com/news/github-llm-stock-analysis-daily-trending/ https://autokaam.com/og/news/github-llm-stock-analysis-daily-trending.png 178 Stars, Zero Cost: Repo Guts Stock Screeners 178 Stars, Zero Cost: This Python Repo Guts Paid Stock Screeners, open-source on AutoKaam https://autokaam.com/news/governance-over-volume-the-agent-category-grows-up/ https://autokaam.com/og/news/governance-over-volume-the-agent-category-grows-up.png Governance Over Volume: Agent Category Grows Up Governance Over Volume: The Agent Category Grows Up, banking on AutoKaam https://autokaam.com/news/hiclaw-locks-agent-credentials-at-the-gateway/ https://autokaam.com/og/news/hiclaw-locks-agent-credentials-at-the-gateway.png HiClaw Locks Agent Credentials at the Gateway HiClaw Locks Agent Credentials at the Gateway, multi-agent on AutoKaam https://autokaam.com/news/langgraph-prebuilt-110-state-injection-fix-langsmith-boundary/ https://autokaam.com/og/news/langgraph-prebuilt-110-state-injection-fix-langsmith-boundary.png LangGraph Cracks NotRequired Keys LangGraph Cracks NotRequired Keys, Drags Langsmith Across a Version Line, updates on AutoKaam https://autokaam.com/news/schema-lock-vs-tool-contract-openai-compliance-read-2026/ https://autokaam.com/og/news/schema-lock-vs-tool-contract-openai-compliance-read-2026.png Schema Lock vs Tool Contract: OpenAI Wins Schema Lock vs Tool Contract: OpenAI Wins the Compliance Read, structured-outputs on AutoKaam https://autokaam.com/news/shared-responsibility-bleeds-smbs-sleeping-on-cloud-backups/ https://autokaam.com/og/news/shared-responsibility-bleeds-smbs-sleeping-on-cloud-backups.png Shared Responsibility Bleeds SMBs on Backups AutoKaam original, branded card for shared-responsibility-bleeds-smbs-sleeping-on-cloud-backups https://autokaam.com/news/vllm-v0-19-0-zero-bubble-scheduling-gemma-4/ https://autokaam.com/og/news/vllm-v0-19-0-zero-bubble-scheduling-gemma-4.png vLLM v0.19.0 Cracks Zero-Bubble Scheduling vLLM v0.19.0 Cracks Zero-Bubble Scheduling, Guts Speculative Decode Overhead, launches on AutoKaam https://autokaam.com/news/agent-of-empires-github-trending-rust/ https://autokaam.com/og/news/agent-of-empires-github-trending-rust.png 5 Devs, 1 tmux: Agent of Empires Guts Chaos 5 Devs, 1 tmux Session: Agent of Empires Guts AI Workflow Chaos, AI coding on AutoKaam https://autokaam.com/news/aleph-alpha-mittelstand-ai-sovereignty/ https://autokaam.com/og/news/aleph-alpha-mittelstand-ai-sovereignty.png 90% of German Mittelstand Firms Ditch U.S. AI 90% of German Mittelstand Firms Ditch U.S. AI for Data Control, AI procurement on AutoKaam https://autokaam.com/news/autogen-python-v074-what-shipped/ https://autokaam.com/og/news/autogen-python-v074-what-shipped.png 4 Lines of Code Break Redis, AutoGen 0.7.4 Fix 4 Lines of Code Break Redis, AutoGen 0.7.4 Fixes It, updates on AutoKaam https://autokaam.com/news/cohere-aleph-alpha-merger-sovereign-ai-operator-read/ https://autokaam.com/og/news/cohere-aleph-alpha-merger-sovereign-ai-operator-read.png 500 EU Firms Ditch US Clouds as Cohere Absorbs Aleph Alpha AutoKaam original, branded card for cohere-aleph-alpha-merger-sovereign-ai-operator-read https://autokaam.com/news/crewai-1-14-2-whats-new/ https://autokaam.com/og/news/crewai-1-14-2-whats-new.png 3 CrewAI Upgrades Bury No-Code Agents 3 CrewAI Upgrades Bury No-Code Agents, updates on AutoKaam https://autokaam.com/news/crewai-1-14-3a2-what-shipped/ https://autokaam.com/og/news/crewai-1-14-3a2-what-shipped.png crewAI 1.14.3a2 Guts Retry Loop, Cuts Token Burn crewAI 1.14.3a2 Guts Silent Retry Loop, Bleeds Token Burn, updates on AutoKaam https://autokaam.com/news/dell-750m-ai-medical-center-ut-austin/ https://autokaam.com/og/news/dell-750m-ai-medical-center-ut-austin.png $750M Dell Hospital Torches Legacy AI $750M Dell Hospital Torches Legacy AI, AI healthcare on AutoKaam https://autokaam.com/news/ds2api-github-trending-middleware/ https://autokaam.com/og/news/ds2api-github-trending-middleware.png DS2API Torches Vendor Lock-In, Crowds Out SDKs DS2API Torches Vendor Lock-In, Crowds Out SDKs, AI middleware on AutoKaam https://autokaam.com/news/eu-ai-act-saas-high-risk-compliance/ https://autokaam.com/og/news/eu-ai-act-saas-high-risk-compliance.png 2026 Deadline Looms: SaaS Bleeds Agility to EU AI It's a digital sign saying, "it's not an ai." https://autokaam.com/news/huggingface-pushes-privacy-and-ocr-models/ https://autokaam.com/og/news/huggingface-pushes-privacy-and-ocr-models.png v5.6.0 Lands: Hugging Face Guts Cloud-Only PII Redaction v5.6.0 Lands: Hugging Face Guts Cloud-Only PII Redaction, huggingface on AutoKaam https://autokaam.com/news/huggingface-transformers-v5-5-0-gemma4/ https://autokaam.com/og/news/huggingface-transformers-v5-5-0-gemma4.png 4 Hours to Compliance: Hugging Face Axes Loose Code 4 Hours to Compliance: Hugging Face Axes Loose Code, Tightens Model Ops, transformers on AutoKaam https://autokaam.com/news/intercom-fin-ai-agent-after-12-months/ https://autokaam.com/og/news/intercom-fin-ai-agent-after-12-months.png 65% Resolution: Intercom Fin Bleeds Support Teams 65% Resolution, Then Intercom Fin Bleeds Support Teams, customer-service-ai on AutoKaam https://autokaam.com/news/langgraph-cli-updates-dependencies/ https://autokaam.com/og/news/langgraph-cli-updates-dependencies.png 11 Bumps: LangGraph CLI Locks In LangSmith 11 Bumps, 1 Tracker: LangGraph CLI Locks In LangSmith, updates on AutoKaam https://autokaam.com/news/llama.cpp-fixes-partial-reads-writes/ https://autokaam.com/og/news/llama.cpp-fixes-partial-reads-writes.png 1 Commit, 107K Stars: Llama.cpp Kills the Crash 1 Commit, 107K Stars: Llama.cpp Kills the Crash That Bled Edge AI, launches on AutoKaam https://autokaam.com/news/ollama-v0-21-0-hermes-agent-gemma-4-mlx/ https://autokaam.com/og/news/ollama-v0-21-0-hermes-agent-gemma-4-mlx.png Ollama v0.21.0 Ships Hermes, Crowds Out Copilot v0.21.0 Lands: Ollama Ships Hermes, Crowds Out Cloud Copilot, launches on AutoKaam https://autokaam.com/news/posthog-trending-on-github-with-all-in-one-developer-platform/ https://autokaam.com/og/news/posthog-trending-on-github-with-all-in-one-developer-platform.png 338 Stars: PostHog Crowds Out Amplitude 338 Stars: PostHog Crowds Out Amplitude, Bleeds LaunchDarkly, launches on AutoKaam https://autokaam.com/news/sora-video-ads-are-here-but-budget-for-the-hidden-costs/ https://autokaam.com/og/news/sora-video-ads-are-here-but-budget-for-the-hidden-costs.png 5 Agencies, 1 Rule: Sora Edits B-Roll, Not Actors 5 Agencies, 1 Rule: Sora Edits B-Roll, Not Actors, AI video on AutoKaam https://autokaam.com/news/waymo-nashville-deployment-preemption-policy/ https://autokaam.com/og/news/waymo-nashville-deployment-preemption-policy.png 52 Complaints, No Control: Nashville Loses to Waymo 52 Complaints, No Control: Nashville Loses to Waymo, autonomous vehicles on AutoKaam https://autokaam.com/news/why-ruflo-is-trending-for-claude-agent-swarms/ https://autokaam.com/og/news/why-ruflo-is-trending-for-claude-agent-swarms.png 254 Stars, 1 Loser: Ruflo Grips Agent Swarms 254 Stars, 1 Loser: Ruflo Tightens Grip on Agent Swarms, AI agents on AutoKaam https://autokaam.com/news/sierra-buys-fragment-ai-customer-service-consolidation/ https://autokaam.com/og/news/sierra-buys-fragment-ai-customer-service-consolidation.png Sierra Axes Fragment Independence in AI Rollup AutoKaam original, branded card for sierra-buys-fragment-ai-customer-service-consolidation https://autokaam.com/news/wuphf-markdown-git-agent-memory-substrate-bet/ https://autokaam.com/og/news/wuphf-markdown-git-agent-memory-substrate-bet.png 85% Recall, No Vectors: WUPHF Torches pgvector AutoKaam original, branded card for wuphf-markdown-git-agent-memory-substrate-bet https://autokaam.com/news/openai-agents-sdk-long-horizon-tasks/ https://autokaam.com/og/news/openai-agents-sdk-long-horizon-tasks.png OpenAI Agents SDK Adds Sandboxing and Evals OpenAI Agents SDK sandboxing and evaluation tooling https://autokaam.com/news/gpt-6-spud-pre-training-complete/ https://autokaam.com/og/news/gpt-6-spud-pre-training-complete.png 2M-Token GPT-6 Torches Anthropic's Lead 2M-Token GPT-6 Torches Anthropic's Lead, OpenAI on AutoKaam https://autokaam.com/news/hermes-agent-v08-self-improving-open-source/ https://autokaam.com/og/news/hermes-agent-v08-self-improving-open-source.png 32K+ Devs Flock to Hermes, Bleeding OpenClaw 32K+ Devs Flock to Hermes, Bleeding OpenClaw, launches on AutoKaam https://autokaam.com/news/microsoft-copilot-adds-claude-sonnet-model-choice/ https://autokaam.com/og/news/microsoft-copilot-adds-claude-sonnet-model-choice.png Microsoft Axes OpenAI's Copilot Lock, Adds Claude Microsoft Axes OpenAI's Copilot Monopoly, Adds Anthropic, updates on AutoKaam https://autokaam.com/news/claude-mythos-preview-project-glasswing/ https://autokaam.com/og/news/claude-mythos-preview-project-glasswing.png 40 Firms Hold AI Nukes. 499,960,000 Locked Out. 40 Firms Hold AI Nukes. 499,960,000 Locked Out., Anthropic on AutoKaam https://autokaam.com/news/ai-data-centers-29-6-gigawatts-nyc-peak/ https://autokaam.com/og/news/ai-data-centers-29-6-gigawatts-nyc-peak.png 29.6 Gigawatts: AI Torches Grid Capacity 29.6 Gigawatts: AI Torches Grid Capacity, Infrastructure on AutoKaam https://autokaam.com/news/anthropic-designing-own-ai-chips/ https://autokaam.com/og/news/anthropic-designing-own-ai-chips.png Anthropic's Chip Bet Gets Messy With Nvidia Deal Anthropic's Nvidia-Microsoft Deal Complicates Its Custom-Chip Bet, industry on AutoKaam https://autokaam.com/news/gemma-4-open-source-launch-google/ https://autokaam.com/og/news/gemma-4-open-source-launch-google.png Gemma 4 Ships Four Variants: E2B to 31B Dense Gemma 4 open model lineup, launches on AutoKaam https://autokaam.com/news/midjourney-v8-alpha-preview-text-rendering/ https://autokaam.com/og/news/midjourney-v8-alpha-preview-text-rendering.png Midjourney V8 vs gpt-image-2 on Photoshop Text Midjourney V8 versus OpenArt gpt-image-2 text repair, AutoKaam https://autokaam.com/news/frontier-model-forum-china-model-copying/ https://autokaam.com/og/news/frontier-model-forum-china-model-copying.png 4 AI Giants Try to Slow China's Open-Model Flywheel 4 AI Giants Try to Slow China's Open-Model Flywheel, OpenAI on AutoKaam https://autokaam.com/news/gemini-3-1-pro-750-million-users/ https://autokaam.com/og/news/gemini-3-1-pro-750-million-users.png Gemini 3.1 Pro Hits 94.3% GPQA, No Longer Alone Gemini 3.1 Pro at 94.3% GPQA, still elite, no longer alone, Google on AutoKaam https://autokaam.com/news/cursor-3-unified-agent-workspace/ https://autokaam.com/og/news/cursor-3-unified-agent-workspace.png Cursor 3 Turns the IDE Into an Agent Manager Cursor 3 unified agent workspace, launches on AutoKaam https://autokaam.com/tutorials/claude-code-pricing-pro-vs-max-vs-api/ https://autokaam.com/og/tutorials/claude-code-pricing-pro-vs-max-vs-api.png Claude Code pricing: Pro vs Max vs API Claude Code pricing card comparing Pro, Max and API billing https://autokaam.com/tutorials/claude-code-skills-guide/ https://autokaam.com/og/tutorials/claude-code-skills-guide.png Claude Code skills: write one that actually fires Claude Code skills guide card showing SKILL.md structure and trigger testing https://autokaam.com/tutorials/adobe-pdf-services-programmatic-table-extraction-ocr/ https://autokaam.com/og/tutorials/adobe-pdf-services-programmatic-table-extraction-ocr.png Adobe PDF Services REST: Table Extraction and OCR Terminal showing a structuredData.json table extraction from a scanned PDF via Adobe PDF Services REST https://autokaam.com/tutorials/at-spi2-ai-agent-native-linux-gui-automation/ https://autokaam.com/og/tutorials/at-spi2-ai-agent-native-linux-gui-automation.png AI Agent Eyes and Hands on Linux Apps: AT-SPI2 An AT-SPI2 accessibility tree of a GTK dialog with element names and roles, next to the same dialog being driven by an agent https://autokaam.com/tutorials/cloudflare-named-tunnel-self-host-reboot-proof/ https://autokaam.com/og/tutorials/cloudflare-named-tunnel-self-host-reboot-proof.png Reboot-Proof Cloudflare Tunnels: My systemd Setup Cloudflare named tunnel exposing a self-hosted app, kept reboot-proof with a systemd unit https://autokaam.com/tutorials/gemma-3-vision-local-gtx-1660-screenshot-ocr/ https://autokaam.com/og/tutorials/gemma-3-vision-local-gtx-1660-screenshot-ocr.png Gemma 3 Vision on 6GB GTX 1660 for Screenshot OCR Gemma 3 4B vision running locally on a GTX 1660 for screenshot OCR, automation tutorial on AutoKaam https://autokaam.com/tutorials/low-vram-local-meeting-transcription-whisper-diarization/ https://autokaam.com/og/tutorials/low-vram-local-meeting-transcription-whisper-diarization.png Full Transcription Stack on a 6GB GTX 1660 Local speech-to-text stack on a 6 GB GTX 1660 with int8 Whisper, Silero VAD and pyannote diarization https://autokaam.com/tutorials/nextjs-16-static-export-cloudflare-pages-gotchas/ https://autokaam.com/og/tutorials/nextjs-16-static-export-cloudflare-pages-gotchas.png Next.js Static Export: Cloudflare Pages Preflight Next.js static export preflight for Cloudflare Pages https://autokaam.com/tutorials/orchestrate-cli-coding-agent-fleet-tmux/ https://autokaam.com/og/tutorials/orchestrate-cli-coding-agent-fleet-tmux.png Driving a Fleet of CLI Coding Agents From tmux One orchestrator reading and injecting into a detached tmux fleet of CLI coding-agent panes via capture-pane and send-keys https://autokaam.com/tutorials/ai-skills-that-get-you-hired-india-2026/ https://autokaam.com/og/tutorials/ai-skills-that-get-you-hired-india-2026.png AI Skills That Get You Hired in India, 2026 The AI skills that actually get you hired in India in 2026, a careers guide on AutoKaam https://autokaam.com/tutorials/build-a-custom-mcp-server-python-2026/ https://autokaam.com/og/tutorials/build-a-custom-mcp-server-python-2026.png Custom MCP Server in Python for Claude A Python MCP server skeleton in a terminal next to a Claude Code session https://autokaam.com/tutorials/claude-code-subagents-fork-flag-parallel-agents/ https://autokaam.com/og/tutorials/claude-code-subagents-fork-flag-parallel-agents.png Claude Code Subagents: Fork Flag, Cache Leak Claude Code subagent fanout diagram showing fork-shared prompt cache and isolated git worktrees per parallel writer https://autokaam.com/tutorials/cloudflare-api-token-gotchas-that-bit-me/ https://autokaam.com/og/tutorials/cloudflare-api-token-gotchas-that-bit-me.png Cloudflare API Token: The PUT That Wiped Mine Cloudflare API token policy list before and after a PUT that dropped scopes https://autokaam.com/tutorials/fix-nvidia-linux-cursor-video-stutter-gpu-clock/ https://autokaam.com/og/tutorials/fix-nvidia-linux-cursor-video-stutter-gpu-clock.png Fix NVIDIA Cursor and Video Stutter on Linux nvidia-smi dmon output showing the graphics clock thrashing between 810 and 1530 MHz https://autokaam.com/tutorials/fts5-bm25-memory-for-ai-agents-markdown/ https://autokaam.com/og/tutorials/fts5-bm25-memory-for-ai-agents-markdown.png AI Agents Memory With SQLite FTS5, No Vector DB A SQLite FTS5 index over a folder of markdown notes returning BM25-ranked snippets to an AI agent https://autokaam.com/tutorials/how-i-built-a-5-model-llm-fallback-router/ https://autokaam.com/og/tutorials/how-i-built-a-5-model-llm-fallback-router.png 5-Model LLM Fallback Router (Archived 2026) Historical five-tier LLM provider fallback chain with automatic failover https://autokaam.com/tutorials/litestream-sqlite-cloudflare-r2-disaster-recovery/ https://autokaam.com/og/tutorials/litestream-sqlite-cloudflare-r2-disaster-recovery.png Litestream to Cloudflare R2 for SQLite Recovery Litestream continuously replicating a PocketBase SQLite database to a Cloudflare R2 bucket https://autokaam.com/tutorials/memoize-llm-calls-save-api-quota-deja/ https://autokaam.com/og/tutorials/memoize-llm-calls-save-api-quota-deja.png Memoize LLM Calls to Stop Burning API Quota A terminal showing a memoized LLM call returning a cached hit in zero seconds https://autokaam.com/tutorials/pocketbase-v0-22-schema-migration-breaking-changes/ https://autokaam.com/og/tutorials/pocketbase-v0-22-schema-migration-breaking-changes.png PocketBase v0.22: `schema` Is Now `fields` PocketBase collection POST body showing the schema key renamed to fields with flattened select options https://autokaam.com/tutorials/python-environment-traps-ubuntu-24-04-pep-668/ https://autokaam.com/og/tutorials/python-environment-traps-ubuntu-24-04-pep-668.png Python Traps on Ubuntu 24.04: PEP 668, Stdlib Ubuntu 24.04 terminal showing the externally-managed-environment pip error and a stdlib name collision traceback https://autokaam.com/tutorials/self-hosted-github-actions-runner-oracle-arm-free/ https://autokaam.com/og/tutorials/self-hosted-github-actions-runner-oracle-arm-free.png Self-Hosted GitHub Actions Runner on Oracle ARM Self-hosted GitHub Actions runner on an Oracle ARM machine https://autokaam.com/tutorials/camoufox-stealth-browser-python-tutorial/ https://autokaam.com/og/tutorials/camoufox-stealth-browser-python-tutorial.png Camoufox: Firefox Stealth Browser, Not Playwright Camoufox Stealth Browser Python Tutorial - Beat Anti-Bot Walls https://autokaam.com/tutorials/cline-vs-aider-2026-which-coding-agent-wins/ https://autokaam.com/og/tutorials/cline-vs-aider-2026-which-coding-agent-wins.png Cline vs Aider in 2026: Coding Agent Pick Cline vs Aider 2026 - Which Coding Agent Wins for Side Projects https://autokaam.com/tutorials/coolify-self-hosting-2026-oracle-arm-walkthrough/ https://autokaam.com/og/tutorials/coolify-self-hosting-2026-oracle-arm-walkthrough.png Coolify on Oracle ARM 2026: 15-20 Apps, One Box Coolify Self-Hosting on Oracle ARM - 2026 Walkthrough (Free Forever) https://autokaam.com/tutorials/gst-invoice-parsing-api-gpt-4o-mini-architecture-cost/ https://autokaam.com/og/tutorials/gst-invoice-parsing-api-gpt-4o-mini-architecture-cost.png GST Invoice Parsing API With GPT-4o-mini GST-Aware Invoice Parsing API with GPT-4o-mini - Architecture, Cost, Real Pitfalls https://autokaam.com/tutorials/next-js-15-app-router-vs-pages-router-2026/ https://autokaam.com/og/tutorials/next-js-15-app-router-vs-pages-router-2026.png App Router vs Pages Router in 2026: Static Export Next.js 15 App Router vs Pages Router 2026 - When to Stick With Pages https://autokaam.com/tutorials/non-engineers-shipping-claude-code-to-prod-india-reality/ https://autokaam.com/og/tutorials/non-engineers-shipping-claude-code-to-prod-india-reality.png Claude Code to Prod With No Engineering Title Non-Engineers Shipping Claude-Generated Frontend Code to PROD - The India Reality https://autokaam.com/tutorials/oracle-arm-always-free-tier-2026-real-limits/ https://autokaam.com/og/tutorials/oracle-arm-always-free-tier-2026-real-limits.png Oracle ARM Always-Free 2026: 15 Services, One Box Oracle ARM Always-Free Tier 2026 - Real Limits, Real Gotchas https://autokaam.com/tutorials/pocketbase-vs-supabase-2026-bootstrapped-founders/ https://autokaam.com/og/tutorials/pocketbase-vs-supabase-2026-bootstrapped-founders.png PocketBase vs Supabase 2026: My Self-Host Pick PocketBase vs Supabase 2026 - For Bootstrapped Indian Founders https://autokaam.com/tutorials/vibe-coding-enterprise-portal-6-hours-copilot-honest-review/ https://autokaam.com/og/tutorials/vibe-coding-enterprise-portal-6-hours-copilot-honest-review.png Vibe Coding Enterprise Portal, 6 Hours, Copilot Vibe Coding an Enterprise Portal in 6 Hours with GitHub Copilot - What Actually Worked https://autokaam.com/tutorials/wrangler-cli-2026-cloudflare-workers-deep-dive/ https://autokaam.com/og/tutorials/wrangler-cli-2026-cloudflare-workers-deep-dive.png Wrangler CLI 2026: Cloudflare Workers Deep Dive Wrangler CLI 2026 - Cloudflare Workers Deep Dive for Indian Devs https://autokaam.com/tutorials/aider-cli-with-claude-sonnet/ https://autokaam.com/og/tutorials/aider-cli-with-claude-sonnet.png Aider CLI With Claude Sonnet: Pair-Programming Aider terminal interface running on Linux https://autokaam.com/tutorials/claude-code-on-linux-full-install/ https://autokaam.com/og/tutorials/claude-code-on-linux-full-install.png Install Claude Code on Linux (Ubuntu 24.04) AutoKaam cover card for the Claude Code Linux install guide https://autokaam.com/tutorials/cline-vscode-extension-with-local-llm/ https://autokaam.com/og/tutorials/cline-vscode-extension-with-local-llm.png Cline VS Code Extension With Local LLM Cline panel in VS Code talking to local Ollama https://autokaam.com/tutorials/cloudflare-workers-ai-edge-inference/ https://autokaam.com/og/tutorials/cloudflare-workers-ai-edge-inference.png Cloudflare Workers AI: Edge Inference, No GPU Cloudflare Workers AI dashboard with model usage https://autokaam.com/tutorials/codex-cli-install-and-first-task/ https://autokaam.com/og/tutorials/codex-cli-install-and-first-task.png Codex CLI Install and First Task, OpenAI's Agent OpenAI Codex CLI agent running in terminal https://autokaam.com/tutorials/continue-dev-vscode-jetbrains/ https://autokaam.com/og/tutorials/continue-dev-vscode-jetbrains.png Continue.dev in VS Code and JetBrains Setup Continue panel in VS Code with model picker https://autokaam.com/tutorials/coolify-deploy-llm-app-on-oracle-arm/ https://autokaam.com/og/tutorials/coolify-deploy-llm-app-on-oracle-arm.png Coolify: Deploy an LLM App on Oracle ARM Free Coolify dashboard managing apps on Oracle ARM VM https://autokaam.com/tutorials/crewai-multi-agent-orchestration/ https://autokaam.com/og/tutorials/crewai-multi-agent-orchestration.png CrewAI Multi-Agent Orchestration That Shipped CrewAI logs showing multi-agent collaboration https://autokaam.com/tutorials/cursor-0-42-setup-with-claude/ https://autokaam.com/og/tutorials/cursor-0-42-setup-with-claude.png Cursor 0.42 Setup With Claude: Operator Guide Cursor editor with Claude model selected https://autokaam.com/tutorials/fastapi-claude-streaming-endpoint/ https://autokaam.com/og/tutorials/fastapi-claude-streaming-endpoint.png FastAPI Claude Streaming Endpoint Wrapper FastAPI server logs streaming Claude tokens https://autokaam.com/tutorials/goose-ai-block-cli/ https://autokaam.com/og/tutorials/goose-ai-block-cli.png Goose AI From Block: Open Source CLI Coding Agent Goose CLI agent running on Ubuntu https://autokaam.com/tutorials/gpt4all-windows-mac-linux/ https://autokaam.com/og/tutorials/gpt4all-windows-mac-linux.png GPT4All on Windows, Mac, and Linux: No-CLI LLM GPT4All desktop app showing chat with local model https://autokaam.com/tutorials/jan-ai-desktop-private-chat/ https://autokaam.com/og/tutorials/jan-ai-desktop-private-chat.png Jan AI Desktop: Private Chat for Local LLMs Jan AI desktop showing chat with local Qwen model https://autokaam.com/tutorials/langfuse-self-host-llm-observability/ https://autokaam.com/og/tutorials/langfuse-self-host-llm-observability.png Langfuse Self-Hosted: LLM Observability Langfuse dashboard showing LLM traces https://autokaam.com/tutorials/llama-cpp-build-from-source-mac-linux/ https://autokaam.com/og/tutorials/llama-cpp-build-from-source-mac-linux.png Llama.cpp Build From Source, Mac And Linux Llama.cpp compiling on a Linux terminal https://autokaam.com/tutorials/lm-studio-desktop-quick-start/ https://autokaam.com/og/tutorials/lm-studio-desktop-quick-start.png LM Studio Desktop Quick Start: Local LLM GUI LM Studio desktop showing model picker and chat https://autokaam.com/tutorials/n8n-with-anthropic-claude-self-host/ https://autokaam.com/og/tutorials/n8n-with-anthropic-claude-self-host.png n8n With Anthropic Claude: Self-Hosted Automation n8n workflow editor with Claude node configured https://autokaam.com/tutorials/ollama-gemma-4-on-linux/ https://autokaam.com/og/tutorials/ollama-gemma-4-on-linux.png Ollama Gemma 4 on Linux: Install to First Token Ollama running Gemma 4 9B in a terminal on Ubuntu https://autokaam.com/tutorials/ollama-qwen-2-5-7b-india-bandwidth/ https://autokaam.com/og/tutorials/ollama-qwen-2-5-7b-india-bandwidth.png Ollama Qwen 2.5 7B: India Bandwidth Notes Ollama pulling Qwen 2.5 with bandwidth meter visible https://autokaam.com/tutorials/open-webui-self-host-ollama-frontend/ https://autokaam.com/og/tutorials/open-webui-self-host-ollama-frontend.png Open WebUI: Self-Hosted Frontend for Ollama Open WebUI in browser showing chat with local Qwen https://autokaam.com/tutorials/pinokio-one-click-ai-tools/ https://autokaam.com/og/tutorials/pinokio-one-click-ai-tools.png Pinokio, One-Click Install For 200+ AI Tools Pinokio app showing installable AI tools list https://autokaam.com/tutorials/pocketbase-as-saas-backend-with-claude/ https://autokaam.com/og/tutorials/pocketbase-as-saas-backend-with-claude.png PocketBase As SaaS Backend, Wired To Claude PocketBase admin UI with collections and Claude integration https://autokaam.com/tutorials/prefect-vs-airflow-for-llm-pipelines/ https://autokaam.com/og/tutorials/prefect-vs-airflow-for-llm-pipelines.png Prefect vs Airflow for LLM Pipelines: My Pick Prefect dashboard and Airflow UI side by side https://autokaam.com/tutorials/raspberry-pi-5-phi-3-mini-edge-llm/ https://autokaam.com/og/tutorials/raspberry-pi-5-phi-3-mini-edge-llm.png Raspberry Pi 5 With Phi-3 Mini, Edge LLM Setup Raspberry Pi 5 running Phi-3 Mini in a terminal https://autokaam.com/tutorials/roo-cline-fork-features/ https://autokaam.com/og/tutorials/roo-cline-fork-features.png Roo 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