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@faun shared a link, 2 months, 3 weeks ago

MCP Vulnerabilities Every Developer Should Know

MCP’s blowing up across platforms—but the security? Still sketchy. Think tool description injection. Botched OAuth. Open doors to supply chain attacks. The new MCP 2025-06-18 spec tries to clean house (no token passthrough, mandatory user consent), but most real-world setups either drag their feet ..

MCP Vulnerabilities Every Developer Should Know
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@faun shared a link, 2 months, 3 weeks ago

Tiny Agents in Python: a MCP-powered agent in ~70 lines of code

A new demo walks through buildingTiny Agents in Python—just ~70 lines using theModel Context Protocol (MCP). No boilerplate. Just clean LLM-to-tool hookups with standardized agent configs. Agents plug into multiple MCP servers out of the box—from local filesystems to Playwright browsers—and handle ..

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@faun shared a link, 2 months, 3 weeks ago

Is GPT-5 really worse than GPT-4o? Ars puts them to the test.

OpenAI walked back its latest release after users flaggedGPT-5for sounding flat, hallucinating more, and losing creative spark. The fix? Rolling back to the friendlierGPT-4o. Head-to-head tests told a nuanced story:GPT-5nailed accuracy and structure across most prompts. But when the task called for..

Is GPT-5 really worse than GPT-4o? Ars puts them to the test.
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@faun shared a link, 2 months, 3 weeks ago

Context Engineering for AI Agents: Lessons from Building Manus

Failures make great teachers—especially for LLMs. Stuffing failed attempts right into the prompt helps agents recalibrate. It nudges their internal priors, cuts down on repeat mistakes, and sparks smarter behavior...

Context Engineering for AI Agents: Lessons from Building Manus
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@faun shared a link, 2 months, 3 weeks ago

Myth Or Reality: Will AI Replace Computer Programmers?

Generative AI tools likeGPT-4oandClaude Sonnetnow handle the grunt work—fixing bugs, cranking out code, writing docs—with scary accuracy. Amazon and Anthropic are already hinting at hiring fewer engineers. But the jobs aren’t vanishing; they’re mutating...

Myth Or Reality: Will AI Replace Computer Programmers?
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@faun shared a link, 2 months, 3 weeks ago

Building an AI-Powered E-commerce Chat Assistant with MongoDB

freeCodeCamp dropped a new course that walks devs through building an AI-powered shopping agent from scratch. It ties togetherLangGraphfor orchestration,Geminifor reasoning, andMongoDB Atlasas the vector memory layer. The build covers aNode.js backend, aReact frontend, and wires inmulti-step agent ..

Building an AI-Powered E-commerce Chat Assistant with MongoDB
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@faun shared a link, 2 months, 3 weeks ago

Evolving our real-time timeseries storage again: Built in Rust for performance at scale

Datadog just dropped its 6th-gen real-time timeseries engine:RTDB. It's built inRust, sharded per core, and backed by LSM trees that don’t blink under pressure. The secret sauce? A custom storage engine calledMonocle—optimized for high-cardinality chaos and bursty workloads. It’s pulling60x faster ..

Evolving our real-time timeseries storage again: Built in Rust for performance at scale
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@faun shared a link, 2 months, 3 weeks ago

Using DuckDB in AWS Lambda

DuckDB is an open-source in-process SQL OLAP database management system optimized for analytical queries. It can efficiently handle large datasets in a memory-efficient manner, making it suitable for serverless architectures. A DuckDB Lambda layer can be used to run performant queries on remote data..

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@faun shared a link, 2 months, 3 weeks ago

Dynamo, DynamoDB, and Aurora DSQL

Marc Brooker breaks down the jump fromAmazon DynamotoDynamoDBandAurora DSQL, tracing how the guts of cloud databases have changed. It’s a story about dropping old trade-offs and picking up stronger guarantees. DynamoDB ditches the old hash-ring replication for multi-AZ replica sets backed by Paxos...

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@faun shared a link, 2 months, 3 weeks ago

Hunting Living Secrets: Secret Validity Checks Arrive in GitHub Advanced Security for Azure DevOps

GitHub Advanced Security for Azure DevOps just got sharper: it now checks if leaked secrets are actuallyvalid. Secrets are flagged asActiveorUnknownby pinging providers in real time. No setup needed. It auto-kicks in for supported secret types. Why care?Because not every secret leak is an emergenc..

Hunting Living Secrets: Secret Validity Checks Arrive in GitHub Advanced Security for Azure DevOps
pgEdge is an enterprise-ready, 100% open-source PostgreSQL platform designed for distributed and non-distributed environments. Built entirely on PostgreSQL and released under the OSI-approved PostgreSQL license, pgEdge supports high availability, ultra-low latency, and zero downtime maintenance across data centers and cloud regions.

Its core includes Spock, a replication technology enabling multi-master (active-active) deployments with conflict resolution. pgEdge allows organizations to scale from single-node setups to distributed clusters within minutes.

It offers various deployment options: containers, virtual machines, Helm charts for Kubernetes, and integrations with Terraform, Pulumi, and Ansible. pgEdge provides same-day patches and version updates, ensuring full compatibility with the latest PostgreSQL releases. Cloud and self-hosted editions are available, with free trials for development and evaluation.