From the meLink team
Category: Agentic AI
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Kolibri Model Brings 1M Tokens to Sovereign AI
Kolibri Model is Aleph Alpha’s new open-weight model: 1M-token context, 3B active parameters and deployment control for regulated AI work.
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AI Restraint Is a Growth Strategy
AI restraint turns clear limits into a growth strategy, helping teams build useful automation without losing customer trust or control.
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ds4 Runs DeepSeek V4 Locally, With a Catch
ds4 runs DeepSeek V4 locally through a native inference engine, showing where private AI control becomes possible—and costly.
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AI Shadow Mode Lets Teams Learn Before It Acts
AI shadow mode lets teams compare proposed AI actions with real decisions before automation touches customers, commitments, or operations.
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DeepSeek Harness Puts Plugins on the Desktop
DeepSeek Harness reaches the desktop as Cloudflare Clef shows why agent systems need smaller, testable decision layers.
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Gemini 4 Argon Raises the Ceiling for Agent Work
Gemini 4 Argon puts longer agent trajectories in focus, but its phased release shows why bounded workflows and review still…
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AI Error Budgets Keep Automation Honest
AI error budgets help teams decide which automated mistakes are tolerable, which need review, and when to pause and improve…
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GPT-6.1 Sol Cuts the Price of Always-On Agents
GPT-6.1 Sol cuts the cost of persistent agents as OpenAI Dots makes always-on AI a product shape. What builders should…
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AI Role Drift Turns Helpful Assistants Into Risk
AI role drift turns helpful assistants into undeclared decision-makers. Use role cards, change triggers, and boundary tests to keep control.
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Claude Sonnet 5.5 Speeds Up Everyday Agents
Claude Sonnet 5.5 brings a faster, lower-cost agent tier as xAI adds shared Team Bots – a practical signal for…