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DEV Community
dev.to > euk_ela_a3e7ed01aa3f7314e > do-not-add-an-llm-router-until-you-can-defend-each-downgrade-5bk1

Do Not Add an LLM Router Until You Can Defend Each Downgrade

40+ min ago  (245+ words) When an LLM bill grows, the tempting answer is a blanket model downgrade. That is usually the wrong first move. A support classification, a retrieval rewrite, and a complex planning step do not have the same failure cost. The useful…...

Symbols: llms
DEV Community
dev.to > alexmercedcoder > federation-and-the-lakehouse-two-roads-to-unified-data-access-and-how-to-know-which-one-to-take-2cnl

Federation and the Lakehouse: Two Roads to Unified Data Access, and How to Know Which One to Take

23+ min ago  (1644+ words) Every data strategy document written this decade contains some version of the same sentence: we need a single place to access all our data. The sentence is right. The trouble starts on the next page, because there are two fundamentally…...

Symbols: abac,oltp
DEV Community
dev.to > alexmercedcoder > personal-context-vs-shared-context-a-deep-dive-into-how-humans-and-organizations-should-feed-14md

Personal Context vs. Shared Context: A Deep Dive Into How Humans and Organizations Should Feed Their AI Agents

25+ min ago  (685+ words) Four concepts underpin everything that follows, so let me establish them without jargon. Start with the individual, because personal context is where most people first feel the problem: the assistant that would be twice as useful if it just remembered…...

Symbols: mcp
TechBullion
techbullion.com > how-credit-scoring-algorithms-guide-us-2026

How Credit Scoring Algorithms Works: A Guide for the US Financial Market

6+ day, 40+ min ago  (557+ words) A credit scoring algorithms guide for US lenders covers FICO 10T weights, VantageScore 4.0 machine learning, SR 11-7, and CFPB reason codes....

Symbols: fhfa
Greater Kashmir
greaterkashmir.com > opinion > beyond-ai-hype-the-case-for-basic-science-12155989

Beyond AI Hype: The Case for Basic Science

56+ min ago  (648+ words) Greater Kashmir We stand at the threshold of a technological revolution globally. The nations that will lead in near future will not merely be those with abundant natural resources but those with strong scientific ecosystems and highly skilled human capital…...

Symbols: llms
The Cryptonomist
en.cryptonomist.ch > 07/12/2026 > distributed-ai-computing-mesh-llm

Distributed AI Computing With Mesh LLM GPU Pooling Technology

1+ hour, 49+ min ago  (839+ words) Running large AI models usually means renting someone else’s hardware, accepting someone else’s pricing, and hoping that the model you depend on doesn’t quietly change overnight. Mesh LLM is built around a different premise: that distributed AI computing across machines…...

Symbols: nvda
DEV Community
dev.to > mike_clarke_50a95013f5c59 > the-log-is-not-just-the-agent-its-the-only-thing-keeping-your-autonomous-system-honest-25ce

The Log Is Not Just the Agent — It's the Only Thing Keeping Your Autonomous System Honest

43+ min ago  (697+ words) I run a multi-agent system in production. No human in the loop for most decisions. That means when something goes wrong at 3am, the log is the only witness. This is what I learned after a silent pipeline failure ate six…...

Symbols: llms,mcp
Greenhouse
job-boards.greenhouse.io

Senior Software Engineer - Python and Data Ecosystem

1+ day, 5+ hour ago  (490+ words) Recognized on the 2025 Forbes Cloud 100 list, ClickHouse is one of the most innovative and fast-growing private cloud companies. With more than 3,000 customers and ARR that has grown over 250 percent year over year, ClickHouse leads the market in real-time analytics, data…...

Symbols: k
DEV Community
dev.to > hugo_kuznicki_1ff20/70/9904 > i-built-a-0-local-ai-automation-stack-agentic-coding-market-data-over-mcp-1d92

I Built a $0 Local AI Automation Stack: Agentic Coding + Market Data Over MCP

1+ hour, 41+ min ago  (391+ words) Serious AI-assisted development has a habit of turning into a stack of subscriptions: a coding-assistant plan, a market-data API, a backtesting service, model credits. Each one is reasonable on its own, and together they quietly become a monthly bill that…...

Symbols: mcp
Google News
python.plainenglish.io > 7-python-libraries-that-make-development-surprisingly-enjoyable-6cae30abc537

7 Python Libraries That Make Development Surprisingly Enjoyable | by Hassan Nauman | Jul, 2026

7+ hour, 51+ min ago  (158+ words) You can spend years writing Python and still miss libraries that completely change how you build software. Most developers know the usual suspects — requests, numpy, pandas, flask. They're fantastic, but they aren't exactly surprising anymore. The libraries in this article…...

Symbols: n,llms