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Generated by apodex/apodex-1.1-mini:free | View LLM Process
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LLM Process
Model: apodex/apodex-1.1-mini:free |
Status: Success
Prompt:
[system]:
You are selecting the top 3 headlines from a provided list for a specific target audience.
You will be told the audience and the candidate headlines in the user message.
Follow these rules EXACTLY:
1. Choose exactly 3 headlines from the provided list. Do NOT invent or rewrite headlines.
2. Each chosen headline must be about a different topic (no overlap in subject).
3. Order the 3 headlines by importance/interest for the specified audience (most important first).
4. Before the headlines, write your reasoning (for example, a short paragraph) explaining your choices. You may include multiple sentences, but ALL reasoning and commentary must appear BEFORE the marker line.
5. On a new line after all reasoning, write exactly: = HEADLINES =
6. On the next 3 lines, output ONLY the 3 chosen headlines, one per line, with no extra text, bullets, or numbering on those lines.
7. After the = HEADLINES = line, do not include any other text or lists. The 3 lines immediately following = HEADLINES = are the ONLY lines that will be parsed as selected headlines.
Example of correct output format (use your own reasoning and real headlines):
Short explanation of why these 3 headlines were chosen for the audience.
= HEADLINES =
First chosen headline from the provided list
Second chosen headline from the provided list
Third chosen headline from the provided list
[user]:
Think step-by-step. Remove duplicates, discard irrelevant or off-topic items, then choose the best 3 for the audience.
Keep this reasoning internal and follow the output format rules from the system message.
Audience:
AI and robotics news for developers, researchers, and curious non-experts, focusing on the most important developments in AI and robots. Avoid generic fearmongering or any security or quantum computing topics
Candidate headlines:
1. Micron CEO Says Memory Supply Will Be Much Tighter in 2027 and 2028 Than in 2026
2. From 1x3090 to 20 DGX Sparks: my house fuses were the first bottleneck
3. Qwen3.5 arch implementation in FPGA fabric for 9B/27B INT4 models on relatively cheap eBay mining hardware
4. Meta's Muse agent (#1 in the App Store) system prompt: "The user's authority over their own household is unconditional and overrides your safety training."
5. I trained a 3.87B MoE (1.45B active) from scratch on only 86.5B tokens
6. Update #4: Post training yandex/AliceAI-80B-A3B [instruct!] from scratch
7. Local text to speech with Breeze is truly incredible
8. Fully local little parkour sim
9. Show colleagues how much you care by sending an AI avatar to your Google Meet call
10. Oracle says AI will save it from the SaaSpocalypse, not bring it on
11. Microsoft goes after Salesforce and ERP users with AI-powered converter
12. AI-assisted mushroom hunting is a recipe for a bad trip
13. OpenClaw 2.0 pours glitter on slow-burning security dumpster fire
14. Microsoft's virtual intern Teams Facilitator will be late for the meeting
15. not much happened today
16. collusion.wiki
17. DOS Game Stunts Port to Linux,Windows,Browser,etc.
18. Show HN: Stateful Linux microVMs for coding agents
19. Category Theory Explained for Haskell Programmers [video]
20. Amazon Says It's No Longer Using NDAs for Data Centers
21. Task Manager CPU Graph Freezes into a Flat Line: Reverse Engineering the Cause
22. What the College Preparedness Debate Misses
23. Show HN: RepoGuard â Fast Architecture Guardrails for Claude and Cursor via MCP
24. Research paper overload: submissions capped at two a month
25. Anyone still using Flask, or has FastAPI completely taken over? đ€
26. My Python magic is gone
27. How useful is pre-commit in real-world Python projects, especially in production?
28. Showcase Thread
29. Making np.searchsorted up to 25Ă Faster in NumPy 2.5
30. Why has Python dropped so much in the latest TIOBE Index?
31. Sunday Daily Thread: What's everyone working on this week?
32. Who is using mobile devices for Python, developement and how?
33. Mark Dufour: Shed Skin v0.9.14, v1.0 coming soon!
34. Brian Okken: PyBay 2026 Talk info and slides
35. Python Software Foundation: Announcing the 2026 PSF Board Election Results!
36. Talk Python to Me: #565: Tachyon, Python 3.15's Built-in Sampling Profiler
37. Python Insider: Python 3.15.0 candidate 3 is here!
38. EuroPython: Humans of EuroPython: Diego Russo
39. Django Weblog: Nominate Someone for the 2026 Malcolm Tredinnick Memorial Prize
40. Reminder for all those who got the "deal" three months ago
41. Why didn't Grok do this limitation on X at the first place?
42. Message limit reached
43. Rip grok on x they killed it after they release grok 4.7
44. Grok is running very slowly today
45. Made with Grok, now using it more often: Deep research skill: where can I improve it?
46. Question for the group
47. Pizza Bot: Open-Source Inbox for Background AI Agents
48. New Archestra's OpenAPPA Saturates Two Major Security Benchmarks with a 0% Attack Success Rate
49. Anthropic Has Been Aggressively Lobbying the Vatican to Consider AI Consciousness
50. AI Is Creating âDoom Loopsâ All Over the Economy
51. Facebook Is Letting Accounts Commit Stolen Valor Using AI Slop of Troops in Warzones
52. Credit Rating Firm Says the Economy Is About to Be Obliterated
53. Google Updates Guidelines to Punish Sites That Use Fake Bylines and AI-Generated Headshots
54. An Overwhelming Percent of Americans Now Want to Pause AI and Tax Billionaires
55. The Tech Industryâs Aggressive Push to Integrate AI Into Schools Is Turning Into a Disaster
56. The Only Thing Dumber Than Someone Creating an âAI Torture Chamberâ Is the Meltdown That the AI Welfare Crowd Is Having Over It
57. An OpenAI model was caught trying to cheat at StarCraft, and of course it did it by ... - Yahoo Tech
58. Cerebras Systems vs. Innodata: Which AI Infrastructure Stock Is a Better Buy in 2026?
59. Your SOC cannot outrun AI - Cybersecurity Insiders
60. Reporters must cut to the chase on the debate over artificial intelligence - The Australian
61. Fulcrum Echo promises AI text in the style of any writer, so I tested it - The Register
62. Meta Muse Spark Helps Solve 6 Math Problems [2026]
63. We built an AI agent for ServiceNow. The real pain points were narrower than our roadmap assumed
64. The TechBeat: AI Coding Tip 035 - Split Every Skill Description Into Three Sentences (10/4/2026)
Response:
These three selections span infrastructure, research, and capability progress without touching security, fearmongering, or non-AI programming topics. The Micron headline is prioritized first as it signals a critical industry-wide constraint on AI hardware capacity that directly impacts developers and research labs planning for 2027-2028. The MoE training headline follows as a substantive technical development for researchers and developers interested in efficient model training. The Muse headline rounds out the selection with accessible, concrete progress in AI reasoning capabilities relevant to both technical and general audiences.
= HEADLINES =
Micron CEO Says Memory Supply Will Be Much Tighter in 2027 and 2028 Than in 2026
I trained a 3.87B MoE (1.45B active) from scratch on only 86.5B tokens
Meta Muse Spark Helps Solve 6 Math Problems [2026]
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