Original tests
DeepSeek V4.1 Flash vs GPT-6 and Claude: Costs, Benchmarks and Failures
Compare recorded costs, completed trials and failures. Download the saved evidence without rerunning paid tests.
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Browse original tests →Tests and guides worth your time
Hardware guide
Qwen3.8-27B Runs on a Laptop—But Here’s the Hardware You Actually Need
Check the memory, quantization and context tradeoffs before choosing a local Qwen setup.
Practical workflow
Astra Field Guide: Prompts for an App and a Workbook
Work through the app and workbook examples, with prompts and the limits of the evidence kept visible.
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Verified launches and operational changes. Every card must have been checked within the last three days.
Launched
GPT-6 Astra
OpenAI announced GPT-6 Astra on September 3, 2026. Its release describes a staged rollout to ChatGPT Plus, Pro, Business and…
Changed
Google currently lists no Gemini 2.5 Pro shutdown date
Remove October 16 from internal shutdown plans unless Google publishes a new official date; continue monitoring the Gemini API deprecation table.
OpenAI Agent Builder shutdown deadline: November 30, 2026
Export and inventory the workflow, choose the Agents SDK or a suitable Workspace Agent, then validate tools, state, permissions, guardrails and rollback before the November 30 shutdown.
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Compare
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Evidence standards
How Kingy verifies
The evidence boundary stays visible from source check to published result.
- Source checkedPrimary documentation is linked.
- Kingy testedObserved workflows are identified.
- Limits statedWhat the evidence cannot prove is explicit.
- Commercial ties disclosedPaid relationships and supplied access stay visible.
Air Jelly
- Product
- A proactive context layer for macOS.
- What Kingy tested
- The proactive-agent workflow, memory behavior, task extraction, reports, and alerts.
- Measured response
- 426,000 public YouTube views in the retained August 16, 2026 snapshot.
- Limitation
- Observed platform response is not proof of attributable sales or ROI; the evidence does not establish long-term accuracy or independently audited privacy behavior.
Disclosure: The Air Jelly video was a paid sponsorship with supplied access.
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