Gemini Omni 1.2 Flash Explained: Video Editing, Limits and Costs
How Gemini Omni 1.2 Flash links video edits, what 15-second clips allow, and how to check drift, API limits, costs and provenance.
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AI Technical Articles
Practical guides and independent analysis of AI, cloud, developer tools, and the technology shaping our work.
FlashProve Explained: What Model Inference Proofs Actually Check
Understand FlashProve commitments, token coverage and proof policies, and why 110 input tokens per second does not mean verified whole-answer speed.
Gemini 4 Argon Long Decode Explained: Shared Budget and Continuation Routes
Plan Gemini 4 Argon context space, choose background or client continuation, distinguish stop states, and compare hop usage with a worked example.
Meta Muse Wonder Explained: Current Memory and Bounded Recovery
Understand Muse Wonder Active Memory and Active Focus, with a housing example, recovery limits, access and data-mode checks, and practical validation.
Pydantic AI Sticky Fallback Explained: Let the Backup Start the Next Turn
Learn how Pydantic AI sticky fallback uses chat history, returns to the primary, handles streaming failures and interacts with retry budgets.
Gemini 4 Argon Token Accounting: Reconcile Context, Hops and Cost
Reconcile Argon’s shared context, repeated hop inputs and token charges. Worked cache scenarios explain why $3.10 and $3.22 are different estimates.
LFM3 Explained: Choose the Right Model, Runtime and Memory Budget
Understand LFM3’s six models, typed decisions, runtime compatibility and memory budgets, with a practical guide to the wind-turbine results.
Genie 4 Explained: Why AI Worlds Need Continuity Tests
Understand Genie 4’s guiding loop, object permanence and native audio, then test navigation, live edits and evidence before relying on an AI world.
GPT-6.1 Terra vs. Sol: Find the Break-Even Cost per Accepted Task
Compare Terra and Sol on matched tasks: full-cost break-even math, request-level accounting and the fallback success rate that actually matters.
GPT-6.1 Terra Cost Guide: Measure the Price of a Verified Screen Task
Estimate GPT-6.1 Terra screen-task costs without double-counting tokens, retries or outcomes. Includes a worked budget and saved-record checks.
