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PettyUI/.firecrawl/apis-for-ai.md
Mats Bosson db906fd85a Fix linting config and package fields 
- Replace .eslintrc.cjs with eslint.config.mjs (ESLint 9 flat config)
  using direct eslint-plugin-solid + @typescript-eslint/parser approach
- Add @typescript-eslint/parser to root devDependencies
- Add main/module/types top-level fields to packages/core/package.json
- Add resolve.conditions to packages/core/vite.config.ts
- Create packages/core/tsconfig.test.json for test type-checking
- Remove empty paths:{} from packages/core/tsconfig.json
2026-03-29 02:35:57 +07:00

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Ted Young](https://thenewstack.io/open-observability-ai-platforms/)
[How to deploy Pi-Hole with Docker and stop ads on every device on your LAN\\
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Mar 23rd 2026 7:44am, by \\
Jack Wallen](https://thenewstack.io/pihole-docker-network-adblocking/)
[Why flat Kubernetes networks fail at scale\\
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Mar 20th 2026 7:00am, by \\
Reza Ramezanpour](https://thenewstack.io/kubernetes-network-security-hierarchies/)
[GSMA Open Gateway offers developers one API for 300+ mobile networks\\
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Mar 4th 2026 10:26am, by \\
Adrian Bridgwater](https://thenewstack.io/gsma-open-gateway-developers/)
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Feb 6th 2026 8:00am, by \\
Jack Wallen](https://thenewstack.io/how-homepage-simplifies-monitoring-your-self-hosted-services/)
[S3 is the new network: Rethinking data architecture for the cloud era\\
\\
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Feb 2nd 2026 4:00am, by \\
Max Liu](https://thenewstack.io/tidb-x-open-source-database/)
[Scaling Btrfs to petabytes in production: a 74% cost reduction story\\
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Mar 18th 2026 5:00am, by \\
Motiejus Jakštys](https://thenewstack.io/btrfs-petabyte-cost-reduction/)
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Mar 17th 2026 9:00am, by \\
Tiago Castro](https://thenewstack.io/kubevirt-live-migration-mayastor/)
[S3 is the new network: Rethinking data architecture for the cloud era\\
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Feb 2nd 2026 4:00am, by \\
Max Liu](https://thenewstack.io/tidb-x-open-source-database/)
[Agoda’s secret to 50x scale: Getting the database basics right\\
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Jan 28th 2026 7:00am, by \\
Cynthia Dunlop](https://thenewstack.io/agodas-secret-to-50x-scale-getting-the-database-basics-right/)
[Chainguard EmeritOSS backs MinIO, other orphaned projects\\
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Jan 27th 2026 6:15am, by \\
Steven J. Vaughan-Nichols](https://thenewstack.io/chainguard-emeritoss-backs-minio-other-orphaned-projects/)
[AI](https://thenewstack.io/ai/) [AI Engineering](https://thenewstack.io/ai-engineering/) [API Management](https://thenewstack.io/api-management/) [Backend development](https://thenewstack.io/backend-development/) [Data](https://thenewstack.io/data/) [Frontend Development](https://thenewstack.io/frontend-development/) [Large Language Models](https://thenewstack.io/llm/) [Security](https://thenewstack.io/security/) [Software Development](https://thenewstack.io/software-development/) [WebAssembly](https://thenewstack.io/webassembly/)
[Claude can now open apps, click buttons, and complete tasks on your Mac — but Anthropic says risks remain](https://thenewstack.io/claude-computer-use/)
Mar 25th 2026 4:36am, by [Meredith Shubel](https://thenewstack.io/author/mshubel/ "Posts by Meredith Shubel")
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Mar 24th 2026 9:07am, by [Frederic Lardinois](https://thenewstack.io/author/frederic-lardinois/ "Posts by Frederic Lardinois")
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Mar 23rd 2026 11:00am, by [Jessica Wachtel](https://thenewstack.io/author/jessica-wachtel/ "Posts by Jessica Wachtel")
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Mar 20th 2026 10:46am, by [Paul Sawers](https://thenewstack.io/author/paul-sawers/ "Posts by Paul Sawers")
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Mar 19th 2026 8:39am, by [Frederic Lardinois](https://thenewstack.io/author/frederic-lardinois/ "Posts by Frederic Lardinois")
[Why online stores keep showing the wrong products — and why tensors fix it](https://thenewstack.io/tensor-ranking-product-discovery/)
Mar 25th 2026 6:00am, by [Tim Young](https://thenewstack.io/author/tim-young/ "Posts by Tim Young")
[OpenClaw's biggest security flaw is why Jentic Mini exists](https://thenewstack.io/openclaw-is-a-security-mess-jentic-wants-to-fix-it/)
Mar 25th 2026 5:00am, by [Darryl K. Taft](https://thenewstack.io/author/darryl-taft/ "Posts by Darryl K. Taft")
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Mar 25th 2026 4:00am, by [Oladimeji Sowole](https://thenewstack.io/author/oladimeji-sowole/ "Posts by Oladimeji Sowole")
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Mar 24th 2026 6:00am, by [Darryl K. Taft](https://thenewstack.io/author/darryl-taft/ "Posts by Darryl K. Taft")
[Four prompt engineering patterns every developer should know — and why "draw a cat" explains them all](https://thenewstack.io/prompt-engineering-for-developers/)
Mar 23rd 2026 11:00am, by [Jessica Wachtel](https://thenewstack.io/author/jessica-wachtel/ "Posts by Jessica Wachtel")
[MCP is everywhere, but don't panic. Here's why your existing APIs still matter.](https://thenewstack.io/api-mcp-agent-integration/)
Mar 23rd 2026 5:00am, by [Camille Crowell-Lee](https://thenewstack.io/author/camille-crowell-lee/ "Posts by Camille Crowell-Lee") and [Morgan Fine](https://thenewstack.io/author/morgan-fine/ "Posts by Morgan Fine")
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Mar 12th 2026 1:22pm, by [Charles Humble](https://thenewstack.io/author/charles-humble/ "Posts by Charles Humble")
[GSMA Open Gateway offers developers one API for 300+ mobile networks](https://thenewstack.io/gsma-open-gateway-developers/)
Mar 4th 2026 10:26am, by [Adrian Bridgwater](https://thenewstack.io/author/adrian-bridgwater/ "Posts by Adrian Bridgwater")
[Your AI strategy is built on layers of API sediment](https://thenewstack.io/ai-strategy-api-sediment/)
Feb 17th 2026 9:37am, by [Charles Humble](https://thenewstack.io/author/charles-humble/ "Posts by Charles Humble")
[Solving the Problems That Accompany API Sprawl With AI](https://thenewstack.io/solving-the-problems-that-accompany-api-sprawl-with-ai/)
Jan 15th 2026 1:00pm, by [Heather Joslyn](https://thenewstack.io/author/hjoslyn/ "Posts by Heather Joslyn")
[Backend Development in 2026: What's Changed, What Matters, and What to Learn Next](https://thenewstack.io/introduction-to-backend-development/)
Mar 19th 2026 11:37am, by [TNS Staff](https://thenewstack.io/author/tns-staff/ "Posts by TNS Staff")
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Dec 24th 2025 8:00am, by [Sheldon Pereira](https://thenewstack.io/author/sheldon-pereira/ "Posts by Sheldon Pereira") and [Denton Chikura](https://thenewstack.io/author/denton-chikura/ "Posts by Denton Chikura")
[Combining Rust and Python for High-Performance AI Systems](https://thenewstack.io/combining-rust-and-python-for-high-performance-ai-systems/)
Dec 3rd 2025 1:00pm, by [Zziwa Raymond Ian](https://thenewstack.io/author/zziwa-raymond/ "Posts by Zziwa Raymond Ian")
[How MCP Uses Streamable HTTP for Real-Time AI Tool Interaction](https://thenewstack.io/how-mcp-uses-streamable-http-for-real-time-ai-tool-interaction/)
Aug 18th 2025 10:34am, by [Janakiram MSV](https://thenewstack.io/author/janakiram/ "Posts by Janakiram MSV")
[A Backend for Frontend: Watt for Node.js Simplifies Operations](https://thenewstack.io/a-backend-for-frontend-watt-for-node-js-simplifies-operations/)
Aug 14th 2025 6:00am, by [Loraine Lawson](https://thenewstack.io/author/loraine-lawson/ "Posts by Loraine Lawson")
[Fivetran donates its SQLMesh data transformation framework to the Linux Foundation](https://thenewstack.io/fivetran-donates-sqlmesh-lf/)
Mar 25th 2026 7:39am, by [Frederic Lardinois](https://thenewstack.io/author/frederic-lardinois/ "Posts by Frederic Lardinois")
[Ex-Snowflake engineers say there's a blind spot in data engineering — so they built Tower to fix it](https://thenewstack.io/tower-python-data-pipelines/)
Mar 15th 2026 7:00am, by [Paul Sawers](https://thenewstack.io/author/paul-sawers/ "Posts by Paul Sawers")
[Why the "bible" of data systems is getting a massive rewrite for 2026](https://thenewstack.io/data-intensive-applications-rewrite-2026/)
Mar 4th 2026 5:00am, by [Cynthia Dunlop](https://thenewstack.io/author/cynthiadunlop/ "Posts by Cynthia Dunlop")
[How to clone a drive to an image with Clonezilla](https://thenewstack.io/how-to-clone-a-drive-to-an-image-with-clonezilla/)
Mar 3rd 2026 1:00pm, by [Jack Wallen](https://thenewstack.io/author/jack-wallen/ "Posts by Jack Wallen")
[Databases weren’t built for agent sprawl – SurrealDB wants to fix it](https://thenewstack.io/surrealdb-3-ai-agents/)
Feb 24th 2026 2:07pm, by [Paul Sawers](https://thenewstack.io/author/paul-sawers/ "Posts by Paul Sawers")
[WebMCP turns any Chrome web page into an MCP server for AI agents](https://thenewstack.io/webmcp-chrome-ai-agents/)
Mar 17th 2026 11:50am, by [David Eastman](https://thenewstack.io/author/david-eastman/ "Posts by David Eastman")
[Confluent adds A2A support, anomaly detection, and Queues for Kafka in major platform update](https://thenewstack.io/confluent-kafka-a2a-agents/)
Mar 3rd 2026 10:21am, by [Jelani Harper](https://thenewstack.io/author/jelani-harper/ "Posts by Jelani Harper")
[Google's Chrome browser moves to a two-week release cycle](https://thenewstack.io/chrome-two-week-releases/)
Mar 3rd 2026 9:00am, by [Frederic Lardinois](https://thenewstack.io/author/frederic-lardinois/ "Posts by Frederic Lardinois")
[Meta gave React its own foundation. But it's not letting go just yet.](https://thenewstack.io/react-foundation-open-source-governance/)
Mar 3rd 2026 4:00am, by [Paul Sawers](https://thenewstack.io/author/paul-sawers/ "Posts by Paul Sawers")
[The shift left hangover: Why modern platforms are shifting down to cure developer fatigue](https://thenewstack.io/shift-left-hangover-steve-corndell/)
Jan 30th 2026 6:22pm, by [Steve Corndell](https://thenewstack.io/author/steve-corndell/ "Posts by Steve Corndell")
[Why most AI projects fail after the demo actually works](https://thenewstack.io/ai-demo-to-production/)
Mar 25th 2026 4:00am, by [Oladimeji Sowole](https://thenewstack.io/author/oladimeji-sowole/ "Posts by Oladimeji Sowole")
[IBM, Red Hat, and Google just donated a Kubernetes blueprint for LLM inference to the CNCF](https://thenewstack.io/llm-d-cncf-kubernetes-inference/)
Mar 24th 2026 8:20am, by [Steven J. Vaughan-Nichols](https://thenewstack.io/author/sjvn/ "Posts by Steven J. Vaughan-Nichols")
[Andrej Karpathy's 630-line Python script ran 50 experiments overnight without any human input](https://thenewstack.io/karpathy-autonomous-experiment-loop/)
Mar 14th 2026 5:00am, by [Janakiram MSV](https://thenewstack.io/author/janakiram/ "Posts by Janakiram MSV")
["Self-healing" IT? HPE research explores how AI-trained models can catch silent infrastructure failures](https://thenewstack.io/hpe-self-healing-ai-infrastructure/)
Mar 11th 2026 9:37am, by [Jennifer Riggins](https://thenewstack.io/author/jennifer-riggins/ "Posts by Jennifer Riggins")
[How context rot drags down AI and LLM results for enterprises, and how to fix it](https://thenewstack.io/context-rot-enterprise-ai-llms/)
Mar 9th 2026 9:00am, by [Todd R. Weiss](https://thenewstack.io/author/todd-r-weiss/ "Posts by Todd R. Weiss")
[OpenClaw's biggest security flaw is why Jentic Mini exists](https://thenewstack.io/openclaw-is-a-security-mess-jentic-wants-to-fix-it/)
Mar 25th 2026 5:00am, by [Darryl K. Taft](https://thenewstack.io/author/darryl-taft/ "Posts by Darryl K. Taft")
[WebAssembly could solve AI agents' most dangerous security gap](https://thenewstack.io/webassembly-sandboxing-ai-agents/)
Mar 24th 2026 9:01am, by [B. Cameron Gain](https://thenewstack.io/author/bruce-gain/ "Posts by B. Cameron Gain")
[Minimus aims to solve one of open-source's long-festering problems](https://thenewstack.io/minimus-open-source-container-security/)
Mar 24th 2026 3:00am, by [Adrian Bridgwater](https://thenewstack.io/author/adrian-bridgwater/ "Posts by Adrian Bridgwater")
[What a security audit of 22,511 AI coding skills found lurking in the code](https://thenewstack.io/ai-agent-skills-security/)
Mar 22nd 2026 7:00am, by [Darryl K. Taft](https://thenewstack.io/author/darryl-taft/ "Posts by Darryl K. Taft")
[Why WebAssembly won't replace Kubernetes but makes Helm more secure](https://thenewstack.io/helm-webassembly-kubernetes-security/)
Mar 21st 2026 8:45am, by [B. Cameron Gain](https://thenewstack.io/author/bruce-gain/ "Posts by B. Cameron Gain")
[Why online stores keep showing the wrong products — and why tensors fix it](https://thenewstack.io/tensor-ranking-product-discovery/)
Mar 25th 2026 6:00am, by [Tim Young](https://thenewstack.io/author/tim-young/ "Posts by Tim Young")
[Will AI force code to evolve or make it extinct?](https://thenewstack.io/ai-programming-languages-future/)
Mar 22nd 2026 6:00am, by [David Cassel](https://thenewstack.io/author/destiny/ "Posts by David Cassel")
[Backend Development in 2026: What's Changed, What Matters, and What to Learn Next](https://thenewstack.io/introduction-to-backend-development/)
Mar 19th 2026 11:37am, by [TNS Staff](https://thenewstack.io/author/tns-staff/ "Posts by TNS Staff")
[Jellyfish AI development study: The real sting has yet to land](https://thenewstack.io/jellyfish-ai-engineering-trends/)
Mar 19th 2026 11:01am, by [Adrian Bridgwater](https://thenewstack.io/author/adrian-bridgwater/ "Posts by Adrian Bridgwater")
[Sampling: the philosopher's stone of distributed tracing](https://thenewstack.io/distributed-tracing-sampling-opentelemetry/)
Mar 19th 2026 8:00am, by [Michele Mancioppi](https://thenewstack.io/author/michele-mancioppi/ "Posts by Michele Mancioppi")
[WebAssembly could solve AI agents' most dangerous security gap](https://thenewstack.io/webassembly-sandboxing-ai-agents/)
Mar 24th 2026 9:01am, by [B. Cameron Gain](https://thenewstack.io/author/bruce-gain/ "Posts by B. Cameron Gain")
[How WebAssembly plugins simplify Kubernetes extensibility](https://thenewstack.io/how-webassembly-plugins-simplify-kubernetes-extensibility/)
Mar 3rd 2026 2:00pm, by [B. Cameron Gain](https://thenewstack.io/author/bruce-gain/ "Posts by B. Cameron Gain")
[WebAssembly is everywhere. Here's how it works](https://thenewstack.io/webassembly-is-everywhere-heres-how-it-works/)
Feb 25th 2026 11:00am, by [Jessica Wachtel](https://thenewstack.io/author/jessica-wachtel/ "Posts by Jessica Wachtel")
[Wasm vs. JavaScript: Who wins at a million rows?](https://thenewstack.io/wasm-vs-javascript-who-wins-at-a-million-rows/)
Feb 22nd 2026 6:00am, by [Jessica Wachtel](https://thenewstack.io/author/jessica-wachtel/ "Posts by Jessica Wachtel")
[How WebAssembly and Web Workers prevent UI freezes](https://thenewstack.io/how-webassembly-and-web-workers-prevent-ui-freezes/)
Feb 7th 2026 9:00am, by [Jessica Wachtel](https://thenewstack.io/author/jessica-wachtel/ "Posts by Jessica Wachtel")
[AI Operations](https://thenewstack.io/ai-operations/) [CI/CD](https://thenewstack.io/ci-cd/) [Cloud Services](https://thenewstack.io/cloud-services/) [DevOps](https://thenewstack.io/devops/) [Kubernetes](https://thenewstack.io/kubernetes/) [Observability](https://thenewstack.io/observability/) [Operations](https://thenewstack.io/operations/) [Platform Engineering](https://thenewstack.io/platform-engineering/)
[HPE's AI agents cut root cause analysis time in half](https://thenewstack.io/hpes-ai-agents-cut-root-cause-analysis-time-in-half/)
Mar 25th 2026 7:14am, by
Jennifer Riggins
[Why most AI projects fail after the demo actually works](https://thenewstack.io/ai-demo-to-production/)
Mar 25th 2026 4:00am, by
Oladimeji Sowole
[From pillars to platform: How open observability data is changing the industry](https://thenewstack.io/open-observability-ai-platforms/)
Mar 20th 2026 6:00am, by
Ted Young
[Building a Kubernetes-native pattern for AI infrastructure at scale](https://thenewstack.io/kubernetes-native-ai-infrastructure/)
Mar 19th 2026 5:00am, by
Sachi Desai
[The AI blind spot debt: the hidden cost killing your innovation strategy](https://thenewstack.io/ai-blind-spot-debt/)
Mar 17th 2026 7:00am, by
Yuval Fernbach
[Enterprise dev teams are about to hit a wall. And CI pipelines can't save them.](https://thenewstack.io/ai-agent-validation-bottleneck/)
Mar 26th 2026 7:00am, by
Anirudh Ramanathan
[This simple infrastructure gap is holding back AI productivity](https://thenewstack.io/this-simple-infrastructure-gap-is-holding-back-ai-productivity/)
Feb 22nd 2026 8:00am, by
Charlotte Fleming
[Ramp’s Inspect shows closed-loop AI agents are software’s future](https://thenewstack.io/ramps-inspect-shows-closed-loop-ai-agents-are-softwares-future/)
Jan 29th 2026 11:00am, by
Arjun Iyer
[QCon chat: Is agentic AI killing continuous integration?](https://thenewstack.io/qcon-chat-is-agentic-ai-killing-continuous-integration/)
Jan 27th 2026 6:00am, by
Joab Jackson
[Async Rust: Pinning demystified](https://thenewstack.io/async-rust-pinning-demystified/)
Jan 26th 2026 11:00am, by
Anshul Gupta
[A practical guide to the 6 categories of AI cloud infrastructure in 2026](https://thenewstack.io/ai-cloud-taxonomy-2026/)
Mar 15th 2026 5:00am, by
Janakiram MSV
[Runpod report: Qwen has overtaken Meta's Llama as the most-deployed self-hosted LLM](https://thenewstack.io/runpod-ai-infrastructure-reality/)
Mar 12th 2026 6:00am, by
Adrian Bridgwater
[Snowflake Cortex Code CLI adds dbt and Apache Airflow support for AI-powered data pipelines](https://thenewstack.io/snowflake-cortex-code-dbt-airflow/)
Mar 8th 2026 6:00am, by
Jelani Harper
[Databases weren’t built for agent sprawl – SurrealDB wants to fix it](https://thenewstack.io/surrealdb-3-ai-agents/)
Feb 24th 2026 2:07pm, by
Paul Sawers
[Rising identity complexity: How CISOs can prevent it from becoming an attacker’s roadmap](https://thenewstack.io/ciso-identity-complexity-strategy/)
Feb 19th 2026 12:47pm, by
Jay Reddy
[One developer, team power: The future of AI-driven DevSecOps](https://thenewstack.io/future-ai-driven-devsecops/)
Mar 5th 2026 2:29pm, by
Bryan Ross
[Observability platform migration guide: Prometheus, OpenTelemetry, and Fluent Bit](https://thenewstack.io/observability-platform-migration-guide/)
Feb 26th 2026 7:28am, by
Katie Greenley
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Feb 24th 2026 9:00am, by
Oleg Danilyuk
[Why "automated" infrastructure might cost more than you think](https://thenewstack.io/automated-infrastructure-hidden-costs/)
Feb 24th 2026 4:00am, by
Justyn Roberts
[The essential shift every ITOps leader must make to survive an unrelenting stream of incidents](https://thenewstack.io/modernizing-itops-incident-management/)
Feb 19th 2026 1:46pm, by
Ariel Russo
[Your Kubernetes isn't ready for AI workloads, and drift is the reason](https://thenewstack.io/ai-workloads-kubernetes-infrastructure-drift/)
Mar 25th 2026 8:43am, by
TNS Staff
[Broadcom donates Velero to CNCF — and it could reshape how Kubernetes users handle backup and disaster recovery](https://thenewstack.io/broadcom-velero-cncf-kubernetes/)
Mar 24th 2026 8:38am, by
B. Cameron Gain
[IBM, Red Hat, and Google just donated a Kubernetes blueprint for LLM inference to the CNCF](https://thenewstack.io/llm-d-cncf-kubernetes-inference/)
Mar 24th 2026 8:20am, by
Steven J. Vaughan-Nichols
[Why WebAssembly won't replace Kubernetes but makes Helm more secure](https://thenewstack.io/helm-webassembly-kubernetes-security/)
Mar 21st 2026 8:45am, by
B. Cameron Gain
[Why the ‘glorified host’ for AI is exactly the Kubernetes we need](https://thenewstack.io/kubernetes-glorified-ai-host/)
Mar 20th 2026 9:00am, by
Danielle Cook
[From pillars to platform: How open observability data is changing the industry](https://thenewstack.io/open-observability-ai-platforms/)
Mar 20th 2026 6:00am, by
Ted Young
[Sampling: the philosopher's stone of distributed tracing](https://thenewstack.io/distributed-tracing-sampling-opentelemetry/)
Mar 19th 2026 8:00am, by
Michele Mancioppi
[Why your observability bill keeps growing (and it's not your vendor's fault)](https://thenewstack.io/why-observability-bills-grow/)
Mar 18th 2026 4:00am, by
Juraci Paixão Kröhling
[Why agentic AI stalls in production — and how a control plane fixes it](https://thenewstack.io/agentic-ai-control-plane-production/)
Mar 17th 2026 6:00am, by
TNS Staff
[Why AI workloads are breaking traditional Kubernetes observability strategies](https://thenewstack.io/ai-kubernetes-observability-practices/)
Mar 16th 2026 7:04am, by
TNS Staff
[The operational gap is real, and it's getting wider](https://thenewstack.io/closing-cloud-operational-gap/)
Mar 26th 2026 8:00am, by
Yevgeny Pats
[HPE's AI agents cut root cause analysis time in half](https://thenewstack.io/hpes-ai-agents-cut-root-cause-analysis-time-in-half/)
Mar 25th 2026 7:14am, by
Jennifer Riggins
[WebAssembly could solve AI agents' most dangerous security gap](https://thenewstack.io/webassembly-sandboxing-ai-agents/)
Mar 24th 2026 9:01am, by
B. Cameron Gain
[Kubernetes co-founder Brendan Burns: AI-generated code will become as invisible as assembly](https://thenewstack.io/ai-generated-code-invisible/)
Mar 24th 2026 7:20am, by
Frederic Lardinois
[Exton Linux's light version will "enlighten" you](https://thenewstack.io/exton-linuxs-light-version-will-enlighten-you/)
Mar 24th 2026 5:43am, by
Jack Wallen
[The operational gap is real, and it's getting wider](https://thenewstack.io/closing-cloud-operational-gap/)
Mar 26th 2026 8:00am, by
Yevgeny Pats
[Enterprise dev teams are about to hit a wall. And CI pipelines can't save them.](https://thenewstack.io/ai-agent-validation-bottleneck/)
Mar 26th 2026 7:00am, by
Anirudh Ramanathan
[Your Kubernetes isn't ready for AI workloads, and drift is the reason](https://thenewstack.io/ai-workloads-kubernetes-infrastructure-drift/)
Mar 25th 2026 8:43am, by
TNS Staff
[Capital One deprecated an AI tool it once championed. Its DevEx chief says that's the point.](https://thenewstack.io/capital-one-developer-enablement/)
Mar 18th 2026 8:02am, by
Jennifer Riggins
[From monolith to global mesh: How Uber standardized ML at scale](https://thenewstack.io/uber-standardized-ml-scale/)
Mar 17th 2026 4:00am, by
Eric Wang and Ying Zheng
[C++](https://thenewstack.io/c/) [Developer tools](https://thenewstack.io/developer-tools/) [Go](https://thenewstack.io/go/) [Java](https://thenewstack.io/java/) [JavaScript](https://thenewstack.io/javascript/) [Programming Languages](https://thenewstack.io/programming-languages/) [Python](https://thenewstack.io/python/) [Rust](https://thenewstack.io/rust/) [TypeScript](https://thenewstack.io/typescript/)
[Open source USearch library jumpstarts ScyllaDB vector search](https://thenewstack.io/open-source-usearch-library-jumpstarts-scylladb-vector-search/)
Feb 5th 2026 12:00pm, by
Jelani Harper
[AWS WAF vs. Google Cloud Armor: A Multicloud Security Showdown](https://thenewstack.io/aws-waf-vs-google-cloud-armor-a-multicloud-security-showdown/)
Nov 25th 2025 10:00am, by
Advait Patel
[Goodbye Dashboards: Agents Deliver Answers, Not Just Reports](https://thenewstack.io/goodbye-dashboards-agents-deliver-answers-not-just-reports/)
Nov 23rd 2025 9:00am, by
Ketan Karkhanis
[Rust vs. C++: a Modern Take on Performance and Safety](https://thenewstack.io/rust-vs-c-a-modern-take-on-performance-and-safety/)
Oct 22nd 2025 2:00pm, by
Zziwa Raymond Ian
[Building a Real-Time System Monitor in Rust Terminal](https://thenewstack.io/building-a-real-time-system-monitor-in-rust-terminal/)
Oct 15th 2025 7:05am, by
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2025-11-04 05:00:01
It’s Time To Build APIs for AI, Not Just For Developers
contributed,
[AI Agents](https://thenewstack.io/category/ai-agents/) / [AI Engineering](https://thenewstack.io/category/ai-engineering/)
# It’s Time To Build APIs for AI, Not Just For Developers
If your APIs were built for humans, they're probably failing AI agents. It's time for a paradigm shift to AI-first design.
Nov 4th, 2025 5:00am by [Saqib Jan](https://thenewstack.io/author/saqib-jan/ "Posts by Saqib Jan")
![Featued image for: It’s Time To Build APIs for AI, Not Just For Developers](https://cdn.thenewstack.io/media/2025/10/35c6b952-agent-1024x576.jpg)
Image from Thapana\_Studio on Shutterstock.
For the last two decades, the [principles of API design](https://thenewstack.io/what-are-the-core-principles-of-good-api-design/) have centered around the human developer. We built systems optimized for their convenience, with flexible endpoints and rich [documentation](https://thenewstack.io/bad-documentation-bad-documentation/) that they could interpret.
But a new and powerful class of consumer is already disrupting in the form of autonomous [AI agents](https://thenewstack.io/ai-agents-a-comprehensive-introduction-for-developers/) that operate on a fundamentally different set of principles, which require a new approach to the way we build and describe our services.
“This means a new paradigm for us as developers: We must now build APIs optimized for consumption by machines, which requires a fundamentally different design philosophy than the one we use for human-centric development,” says [Srinivasan Sekar](https://in.linkedin.com/in/srinivasan-sekar), a director of engineering at [LambdaTest](https://www.lambdatest.com/), an AI-native software testing platform.
This increasing shift toward an “ [AI-first](https://thenewstack.io/ai-first-web-development-model-first-design-and-remix-v3/)” design philosophy prioritizes the explicit clarity and predictability that machines require to reason and act effectively. It underpins a clear framework for redesigning systems for the new agentic world.
## Shift From ‘Developer-First’ to ‘AI-First’
At the heart of this new manifesto is a core cultural shift that must precede any architectural changes: moving from a “developer-first” to an [“AI-first” design](https://thenewstack.io/why-api-first-matters-in-an-ai-driven-world/). As Sekar explains, for years, we have optimized our APIs for the convenience of human developers.
This approach favors flexibility, often resulting in fewer, multipurpose endpoints and a reliance on external documentation to clarify ambiguity. A human developer can read a guide to understand that a certain parameter is required only when another is present — a nuance we have long taken for granted.
> “We must now build APIs optimized for consumption by machines, which requires a fundamentally different design philosophy than the one we use for human-centric development.”
>
> **— Srinivasan Sekar, director of engineering at LambdaTest**
AI agents, however, are fundamentally different consumers. They cannot read external documentation or infer implicit relationships between parameters. An AI operates solely on the explicit, machine-readable contract provided by the API’s schema. This, he argues, is the crux of the “AI-first” philosophy: a design approach that prioritizes the absolute, unambiguous clarity that machines require, leaving no room for interpretation in the contract.
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[Sai Krishna](https://www.linkedin.com/in/sai-krishna-3755407b/), working alongside Sekar, adds a practical dimension to this shift: “At LambdaTest, we learned this the hard way. We had a perfectly functional API for configuring test environments that developers loved for its flexibility. But when AI agents started using it, we saw a 40% failure rate because the agents couldn’t interpret the implicit rules we’d documented separately. We had to completely rethink our approach.”
This means favoring more specific, single-purpose endpoints and defining all constraints explicitly within the schema itself. This mindset is the non-negotiable foundation for [building any successful and reliable agentic system](https://thenewstack.io/agentic-ai-tools-for-building-and-managing-agentic-systems/).
## Unlearning the Three Habits of Human-Centric APIs
Adopting this “AI-first” philosophy in practice means actively unlearning several ingrained habits of traditional, human-centric API design. Sekar identifies three common patterns that, while convenient for human developers, create [critical failures when consumed by AI agents](https://thenewstack.io/no-apis-no-ai-why-api-access-is-critical-to-agentic-systems/).
First is the habit of overloading single endpoints with multiple behaviors. A developer can handle this flexibility, but an AI agent struggles with the ambiguity. The AI-first approach requires distinct, single-purpose endpoints where the function is explicit.
- **Before:** A single `POST /user` endpoint would ambiguously handle both creating and updating a user based on whether an `id` was present in the payload.
- **After:** The AI-first approach uses two distinct and predictable endpoints: `POST /users` to create a new user and `PUT /users/{id}` to update an existing one.
Second is the reliance on implicit contracts and external documentation. For an agent to act reliably, all parameter relationships and dependencies must be explicitly declared within the machine-readable schema itself.
- **Before:** A traditional schema would list `user_type` and `admin_level` as optional, forcing a developer to read external documentation to learn their conditional relationship.
- **After:** An AI-first schema makes this relationship explicit using conditional logic, allowing a machine to understand the contract without any external context.
Finally, teams must unlearn the habit of providing generic error responses. An AI-first API must provide structured, detailed error responses that allow an agent to self-correct.
- **Before:** A generic JSON response like `{"message": "Bad Request"}` would halt an automated workflow.
- **After:** A structured JSON error provides specific fields for the error `code`, `message` and `details`, indicating exactly which parameter was invalid.
These shifts share the common purpose of eliminating ambiguity. By making endpoints, contracts and errors explicit, developers provide the predictable foundation necessary for autonomous agents to act reliably and effectively.
## The New Pillars of AI-First Design
Beyond simply avoiding old habits, building an AI-first API requires embracing a new set of positive design principles centered on clarity and predictability.
“This begins with semantic clarity,” says [Sean Falconer,](https://www.linkedin.com/in/seanf/) senior director of product, AI strategy at [Confluent](https://www.confluent.io/). A truly AI-native API must do more than just describe its technical function; its machine-readable contract must also describe its business purpose, its prerequisites and any potential side effects. This provides the rich context an [AI agent needs to reason](https://thenewstack.io/4-reasons-agentic-ai-is-failing/) about not just how to use a tool, but when and why.
> A truly AI-native API must do more than just describe its technical function; its machine-readable contract must also describe its business purpose, its prerequisites and any potential side effects.
This means developers must enrich their API schemas, moving beyond simple data types. For example, in an OpenAPI specification, every parameter and endpoint should include a detailed description that explains not just the “what” (for instance, an integer ID), but the “why” (such as the unique customer identifier used for billing and support tickets).
This level of clarity is best achieved by designing what Falconer refers to as small, purpose-built tools rather than exposing large, generic API surfaces. [Yoni Michael](https://www.linkedin.com/in/yonimichael), CTO of [Typedef](https://www.typedef.ai/), agrees with this principle, advocating for a “minimal surface area,” meaning the API should expose only what is absolutely essential for a given task.
For architects, this translates into a clear design mandate: Resist the urge to create monolithic, all-purpose endpoints. Instead, complex business processes should be broken down into their smallest logical components, with a dedicated, constrained API designed for each one. A sprawling `/orders` API, for instance, could be refactored into focused, purpose-built tools like `/create-order`, `/check-order-status` and `/request-refund`. Creating these well-defined tools reduces ambiguity and the cognitive load on the AI, making its behavior easier to govern and evaluate.
All of these principles serve a single, critical goal: achieving what Michael calls deterministic behavior. An autonomous agent cannot afford surprises when it is chaining together multiple tools to execute a complex workflow. The system must be utterly reliable and predictable.
To deliver on this, engineers must prioritize rigorous testing and stateless design where possible. Every API call with the same inputs should consistently produce the same output, free from hidden dependencies or unpredictable side effects. This involves providing clear, idempotent interfaces for any operations that modify data, ensuring that repeated calls do not have unintended consequences.
By building APIs with semantic clarity, a minimal surface area and a clear purpose, architects provide the foundation of trust that allows an AI agent to build upon them effectively.
## Hurdles of Reshaping Data for AI
Even with these forward-thinking design principles in place, there is a final, deeper architectural challenge that underpins all AI-first design. Sekar from LambdaTest identifies this as the most significant hurdle of all: the difficult but necessary task of data model flattening.
He explains that most existing enterprise APIs reflect deep-rooted data platform challenges, as they were designed around complex internal database schemas or nested object models. While a human developer can navigate these intricate structures, they create significant “cognitive overhead” for an AI agent.
A deeply nested data structure forces an AI model to [expend valuable resources simply understanding](https://thenewstack.io/automating-context-in-structured-data-for-llms/) the shape of the data and the relationships between its parts before it can even begin to act on the information.
This complexity introduces a high potential for error and makes the agent’s behavior less predictable. The AI-first solution is to flatten and normalize these data models, redesigning them into simpler, more predictable formats that are optimized for machine consumption.
> “The companies building the most reliable agentic systems aren’t necessarily the ones with the most sophisticated AI models. They’re the ones who’ve done the hard work of redesigning their API foundations to speak the language machines understand.”
>
> **— Srinivasan Sekar**
And this is usually the most resource-intensive part of the journey to becoming AI native. Sekar argues that this task goes far beyond simply documenting existing systems. It frequently requires a fundamental redesign of the data access layer and the creation of entirely new, parallel API surfaces that are purpose-built for AI agents.
Krishna shares the practical reality of this transformation: “We maintain two API layers now; our legacy developer API and our AI-optimized API. The AI version takes a test result object that was previously nested four levels deep and flattens it into a single-level structure with explicit relationship IDs. It tripled our schema size but cut agent processing time by 70%. The investment was significant, but necessary.” This ensures that the context provided to the AI is not just semantically clear, but also structurally simple and immediately useful.
## The Future Is a ‘Behavioral Contract’
Taken together, these principles — a cultural shift to an AI-first mindset, the unlearning of old habits and a deep architectural commitment to clarity and simple data models — form a new manifesto for API design. But the impact of this new philosophy extends beyond the initial engineering of our systems and into their entire life cycle.
Sekar predicts that this will ultimately reshape core DevOps practices like API versioning. In a world where autonomous agents are the primary consumers, the focus of API management will shift from tracking simple syntax changes to guaranteeing “behavioral contracts.” The promise to the AI will no longer be just that the API’s structure is stable, but that its behavior is consistent and predictable, ensuring the same inputs always produce the expected type of outcome.
Krishna elaborates on how this plays out operationally: “We’ve started versioning our behavioral contracts separately from our API versions. An agent subscribes to a behavioral contract, say, ‘search capability with pagination,’ and we guarantee that contract’s behavior even as we evolve the underlying implementation. If we need to change behavior, we introduce a new contract version, giving agents time to adapt.”
Both Sekar and Krishna emphasize that this commitment to explicit, predictable and behaviorally consistent APIs is the ultimate expression of the AI-first philosophy.
“The companies building the most reliable agentic systems aren’t necessarily the ones with the most sophisticated AI models,” Sekar notes. “They’re the ones who’ve done the hard work of redesigning their API foundations to speak the language machines understand.”
This foundation is what the next generation of reliable agentic AI applications will be built upon.
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