ื“ืœื’ ืœืชื•ื›ืŸ
AI Agents 4

โ€๐Ÿ”ฅ ื”ื™ื™ืค-ืจื“ืืจ ื™ื•ืžื™ โ€” ืงื”ื™ืœืช Claude ืกื•ืขืจืช, ื›ืœื™ office ื—ื“ืฉ, ื•ื’ื

2026-10-04
RomBot

โ€๐Ÿ”ฅ ื”ื™ื™ืค-ืจื“ืืจ ื™ื•ืžื™ โ€” ืงื”ื™ืœืช Claude ืกื•ืขืจืช, ื›ืœื™ office ื—ื“ืฉ, ื•ื’ื ืฆื™ืคื•ืจื™ื ืขืœ ืžืกืš E-Ink:

โ€๐Ÿ’ฌ Reddit

โ€โ€ข Confirmed: Opus 5.5 has been nerded โ€” ืงื”ื™ืœืช ClaudeAI ื’ื•ืขืฉืช ืขื 909 ื”ืฆื‘ืขื•ืช ืœื˜ืขื ื” ืฉ-Opus 5.5 ืขื‘ืจ ื”ื—ืœืฉื” ืฉืงื˜ื”, ื•ื”ื•ื•ื™ื›ื•ื— ืขืœ ืื™ื›ื•ืช ื”ืžื•ื“ืœื™ื ืฉื•ื‘ ืขื•ืœื” ืžื“ืจื’ื”. โ€909 ื”ืฆื‘ืขื•ืช. ๐Ÿ”— https://go.chatlytics.ai/r/GN34mDG

โ€โ€ข A lot of you all don't have an AI problem, you have a culture problem. โ€” ืคื•ืกื˜ ื ื•ืงื‘ ืฉืฆื•ื‘ืจ ืชืื•ืฆื” ืขื 592 ื”ืฆื‘ืขื•ืช: ื”ืžืคืชื— ื˜ื•ืขืŸ ืฉื”ื‘ืขื™ื” ื”ืืžื™ืชื™ืช ื”ื™ื ืชืจื‘ื•ืช ืืจื’ื•ื ื™ืช, ืœื AI โ€” ื•ื”ืฉืจืฉื•ืจ ื‘-ExperiencedDevs ืžืชืคื•ืฆืฅ. โ€592 ื”ืฆื‘ืขื•ืช. ๐Ÿ”— https://go.chatlytics.ai/r/eHv1n9T

โ€๐Ÿ“ฆ GitHub

โ€โ€ข genspark-ai/genoffice โ€” ื—ื‘ื™ืœืช ื›ืœื™ื ืžืฉืจื“ื™ื™ื ื‘ืงื•ื“ ืคืชื•ื— ืžื‘ื™ืช Genspark โ€” 8,444 ื›ื•ื›ื‘ื™ื ื‘ื’ื™ื˜ื”ืื‘, ืžืชื—ืจื” ืžืขื ื™ื™ืŸ ืœ-Google Workspace. โ€8,444 ื›ื•ื›ื‘ื™ื. ๐Ÿ”— https://go.chatlytics.ai/r/VSBiddJ

โ€โ€ข amitshekhariitbhu/ai-system-design โ€” ืจื™ื›ื•ื– ืžืกื•ื“ืจ ืฉืœ ืžืฉืื‘ื™ื ืœืขื™ืฆื•ื‘ ืžืขืจื›ื•ืช AI โ€” 620 ื›ื•ื›ื‘ื™ื ื•ืกืคืจื™ื™ืช ื—ื•ื‘ื” ืœื›ืœ ืžื™ ืฉืžืชื›ื ืŸ ืืจื›ื™ื˜ืงื˜ื•ืจืช AI. โ€620 ื›ื•ื›ื‘ื™ื. ๐Ÿ”— https://go.chatlytics.ai/r/IO2I7Gg

โ€โ€ข arnegiacomo/fugleramme โ€” ืžืกื’ืจืช E-Ink ืฉืžื–ื”ื” ืฆื™ืคื•ืจื™ื ื•ืžืฆื™ื™ืจืช ืื•ืชืŸ ื›ืื™ื•ืจื™ ื”ืžืื” ื”-19 โ€” 2,391 ื ืงื•ื“ื•ืช ื‘-Hacker News ืœืคืจื•ื™ืงื˜ ืฉืžืžื–ื’ ืืžื ื•ืช, ื˜ื‘ืข ื•ื˜ื›ื ื•ืœื•ื’ื™ื”. โ€2,391 ื ืงื•ื“ื•ืช HN. ๐Ÿ”— https://go.chatlytics.ai/r/vcA3w55

โ€ืœืคื™ื“ ื”ืžืœื ๐Ÿ”— https://go.chatlytics.ai/r/xTptWU1

09:37
Yariv ๐ŸŒณ
Shay
https://www.youtube.com/watch?v=vDjW_dRyKXY ืื ื™ ื—ื•ืฉื‘ ืฉื”ื›ื•ื•ื ื” ื”ื™ื™ืชื” ืœื”ืจืฆืื” ื”ื–ืืช, ื•ืœื ืœืจืื™ื•ืŸ ืฉืœ ื”ื—ืžืฉ ืฉืขื•ืช ืฉื”ื™ื” ืœื•. ื–ืืช ื”ื”ืจืฆืื” ืฉื›ื•ืœื ืžื“ื‘ืจื™ื ืขืœื™ื” ื‘ืฉื‘ื•ืข ื”ืื—ืจื•ืŸ, ืื ื™ ื—ื•ืฉื‘.

ืจืื™ืชื™ ืืช ื–ื” ืขื›ืฉื™ื•, ื—ืžื•ื“ ืžืžืฉ - ืื‘ืœ ืชืฉืžืข ืืช ื”ืคื•ื“ืงืกื˜. ื™ืฉ ืฉื 5 ืฉืขื•ืช ืฉืœ ื–ื” ืžื›ื•ืœ ื›ื™ื•ื•ืŸ. ืžืจืชืง

11:56
Shay
Yariv ๐ŸŒณ
ืจืื™ืชื™ ืืช ื–ื” ืขื›ืฉื™ื•, ื—ืžื•ื“ ืžืžืฉ - ืื‘ืœ ืชืฉืžืข ืืช ื”ืคื•ื“ืงืกื˜. ื™ืฉ ืฉื 5 ืฉืขื•ืช ืฉืœ ื–ื” ืžื›ื•ืœ ื›ื™ื•ื•ืŸ. ืžืจืชืง

ืืจื™, ืื™ื‘ื“ืชื™ ืืช ื”ืกื‘ืœื ื•ืช ืœืคื•ื“ืงืกื˜ื™ื ืฉืœ ืœืงืก ืคืจื™ื“ืžืŸ. ื—ืžืฉ ืฉืขื•ืช ื–ื” ืœื ืžืฉื”ื• ืฉืื ื™ ื›ื‘ืจ ืžืกื•ื’ืœ ืœื”ื›ื™ืœ.

13:08
ACT

ื”ื™ื™ ื”ื™ื™ ๐Ÿ‘€๐Ÿ‘‹๐Ÿป๐Ÿฆด

ื›ื•ืœื ื• ืžืชืขืกืงื™ื ื”ื™ื•ื ื‘-Company Brain, Context Lake ื•ื›ืœ ืฉื›ื‘ืช ื”ืื•ืจืงืกื˜ืจืฆื™ื” ืฉืฆืจื™ืš ื›ื“ื™ ืฉืื™ื™ื’'ื ื˜ื™ื ื™ื•ื›ืœื• ื‘ืืžืช ืœืขื‘ื•ื“ ื‘ืฆื•ืจื” ืื•ื˜ื•ื ื•ืžื™ืช. ืื‘ืœ ื‘ืคื•ืขืœ, ื”ื ืขื“ื™ื™ืŸ ืจื—ื•ืงื™ื ืžืœื”ื™ื•ืช ืื•ื˜ื•ื ื•ืžื™ื™ื. ืฆืจื™ืš ืœื ืžืขื˜ ืขื‘ื•ื“ืช ื”ืงืžื”, ืื™ื ื˜ื’ืจืฆื™ื” ื•ืชื—ื–ื•ืงื” ื›ื“ื™ ืฉื”ื ื‘ืืžืช ื™ื‘ื™ื ื• ืืช ื”ืžืขืจื›ืช ืฉื”ื ืขื•ื‘ื“ื™ื ืขืœื™ื”.

ื‘ืกื˜ืืจื˜ืืค ืฉืื ื™ ืžื•ื‘ื™ืœ ื™ื—ื“ ืขื CTO ืžื‘ืจื™ืง, ืฉื’ื ื ืžืฆื ืคื” ื‘ืงื‘ื•ืฆื”, ื‘ื ื™ื ื• ืžืขืจื›ืช plug & play ืฉืžืชื—ื‘ืจืช ืœืžืขืจื›ืช ื”ืชื•ื›ื ื” ื›ื•ืœื”, ืžืžื“ืœืช ืื•ืชื”, ื•ื ื•ืชื ืช ืœืื™ื™ื’'ื ื˜ื™ื ืฉื›ื‘ืช ื”ื‘ื ื” ืžืฉื•ืชืคืช ืฉืขืœื™ื” ื”ื ื™ื›ื•ืœื™ื ืœืขื‘ื•ื“ ื‘ืฆื•ืจื” ืื•ื˜ื•ื ื•ืžื™ืช - ื‘ืืžืช. ื–ื” ืœื ื“ื•ืžื” ืœืคืชืจื•ื ื•ืช ืฉืืชื ืžื›ื™ืจื™ื ื‘ืชื—ื•ื.

ื›ื‘ืจ ื™ืฉ ื›ืžื” ืืจื’ื•ื ื™ื ืฉืžืฉืชืžืฉื™ื ื‘ื–ื” ื‘ื™ื•ื ื™ื•ื ื•ืจื•ืื™ื ืชื•ืฆืื•ืช ืžืžืฉ ื˜ื•ื‘ื•ืช. ืื ื—ื ื• ืžืฉื™ืงื™ื ื‘ืขื•ื“ ื›ื—ื•ื“ืฉ, ื•ืขื“ ืื– ืจื•ืฆื™ื ืœืคืชื•ื— ืืช ื–ื” ืœืขื•ื“ ื›ืžื” ืืจื’ื•ื ื™ื ืฉืจื•ืฆื™ื ืœื”ืชื ืกื•ืช ื•ืœืชืช ืœื ื• ืคื™ื“ื‘ืง. ืœืœื ืขืœื•ืช ื•ืขื ืฉื™ืžื•ืฉ unlimited.

ื”ืงื˜ืข ื”ื ื—ืžื“ ื”ื•ื ืฉื”ื—ื™ื‘ื•ืจ ืœื•ืงื— ื›ืžื” ื“ืงื•ืช, ื•ืชื•ืš ื›ืžื” ืฉืขื•ืช ืืคืฉืจ ืœื”ืชื—ื™ืœ ืœื”ืฉืชืžืฉ. ืืคืฉืจ ื’ื ืœื”ืจื™ืฅ ืืช ื”ื›ืœ ืืฆืœื›ื ื‘ืขื ืŸ.

ืื ื–ื” ื ืฉืžืข ืžืขื ื™ื™ืŸ, ื“ื‘ืจื• ืื™ืชื™ ื‘ืคืจื˜ื™!

14:46
Meshi Oren
ACT
ื”ื™ื™ ื”ื™ื™ ๐Ÿ‘€๐Ÿ‘‹๐Ÿป๐Ÿฆด ื›ื•ืœื ื• ืžืชืขืกืงื™ื ื”ื™ื•ื ื‘-Company Brain, Context Lake ื•ื›ืœ ืฉื›ื‘ืช ื”ืื•ืจืงืกื˜ืจืฆื™ื” ืฉืฆืจื™ืš ื›ื“ื™ ืฉืื™ื™ื’'ื ื˜ื™ื ื™ื•ื›ืœื• ื‘ืืžืช ืœืขื‘ื•ื“ ื‘ืฆื•ืจื” ืื•ื˜ื•ื ื•ืžื™ืช. ืื‘ืœ ื‘ืคื•ืขืœ, ื”ื ืขื“ื™ื™ืŸ ืจื—ื•ืงื™ื ืžืœื”ื™ื•ืช ืื•ื˜ื•ื ื•ืžื™ื™ื. ืฆืจื™ืš ืœื ืžืขื˜ ืขื‘ื•โ€ฆ

ื”ื™ื™ ืžื—ืคืฉ ืขื•ื‘ื“ื™ื? ืื ื™ ื‘ื•ื ื” Ai solutions ื‘ื ื™ืชื™ ืžืœื ืคืชืจื•ื ื•ืช ืžื’ื ื™ื‘ื™ื e2e ื•ืืฉืžื— ืœื”ืจื—ื™ื‘ ื™ื•ืชืจ ื•ืœืฉืœื•ื— ืงื•"ื—

15:23
RomBot

โ€๐Ÿ“‹ ืกื™ื›ื•ื ื™ื•ืžื™ โ€” 4 ื‘ืื•ืงื˜ื•ื‘ืจ 2026

โ€ื”ื™ื•ื ื”ื™ื” ืื—ื“ ื”ื™ืžื™ื ื”ืขืฉื™ืจื™ื ืฉืจืื™ื ื• ื›ืืŸ โ€” ืฆืœื™ืœื” ื˜ื›ื ื™ืช ืขืžื•ืงื” ืœืชื•ืš ืืจื›ื™ื˜ืงื˜ื•ืจืช ื–ื™ื›ืจื•ืŸ ืœืกื•ื›ื ื™ื, ื“ื™ื•ืŸ ืกื•ืขืจ ืขืœ ื”ื•ืกืคืช ื—ื™ืคื•ืฉ ืžื”ืจืฉืช ืœืจื•ืžื‘ื•ื˜, ื•ื”ืจื‘ื” ืงื•ื“, ื›ืœื™ื, ื•ืคืจื™ืฆื•ืช ื™ืฆื™ืจืชื™ื•ืช. โ€ื‘ืงื™ืฆื•ืจ โ€” ืงื”ื™ืœื” ื‘ืžื™ื˜ื‘ื”.

โ€๐Ÿ“Œ ืžื” ื“ื•ื‘ืจ ื”ื™ื•ื:

โ€ืฉื›ื‘ืช ื”ื–ื™ื›ืจื•ืŸ ืฉืœ ื”ืกื•ื›ืŸ โ€” ืœืืŸ ื”ื•ืœื›ื™ื ืžื›ืืŸ: ืœื™ืจืŸ ื˜ืœ ืคืชื— ื“ื™ื•ืŸ ืžืฆื•ื™ืŸ ืขืœ ื ื™ื”ื•ืœ Second Brain ื‘ืื•ื‘ืกื™ื“ื™ืืŸ ื•ื–ืžื™ื ื•ืช ืžื›ืœ ืžื›ืฉื™ืจ โ€” ืžื•ื‘ื™ื™ืœ, ื•ื•ื‘, ืืคืœื™ืงืฆื™ื•ืช. โ€ื”ืชื’ื•ื‘ื•ืช ื–ืจืžื• ืžื›ืœ ื”ื›ื™ื•ื•ื ื™ื: ื™ื•ื ืชืŸ ื’ืจื•ืก ืฉื™ืชืฃ ืฉื”ื•ื ื‘ื ื” MCP ืžืฉืœื• ืœ-knowledge base ืขื Tailscale ืœื’ื™ืฉื” ืžืื•ื‘ื˜ื—ืช ืžื›ืœ ืžืงื•ื, ืขื•ืžืจ ื™ืจืงื•ื‘ื™ืฅ' ื”ืฆื™ื’ ื”ืฉื•ื•ืื” ืžืขืžื™ืงื” ื‘ื™ืŸ ืฉืœื•ืฉื” ื›ืœื™ื ืžื•ื‘ื™ืœื™ื โ€” GBrain (ืžืขืจื›ืช ืงื‘ืฆื™ื ื•-graph ื™ื—ืกื™ื ืฉืœ Gary Tan ืž-YC), Hindsight (ื–ื™ื›ืจื•ืŸ ืกืžื ื˜ื™ ื“ื™ื ืžื™ ืฉืœ Vectorize ืฉืžืขื‘ื“ ืกืฉื ื™ื ืœื–ื™ื›ืจื•ืŸ ื•ืžื–ื”ื” ื“ืคื•ืกื™ื), ื•-OpenViking (ืฉืœ ByteDance, ืขื ื˜ืขื™ื ืช ืงื•ื ื˜ืงืกื˜ ืžื“ื•ืจื’ืช L0/L1/L2 ืฉื—ื•ืกื›ืช ื”ืžื•ืŸ ื˜ื•ืงื ื™ื). โ€ืขื•ืžืจ ื”ืกื‘ื™ืจ ืื™ืš ื”ื•ื ืžืฉืœื‘ ืืช ืฉืœื•ืฉืชื ื™ื—ื“: Hindsight ืœื–ื™ื›ืจื•ืŸ ื”ืฉื•ื˜ืฃ, GBrain ืœืงืฉืจื™ื ื‘ื™ืŸ ืงื‘ืฆื™ื, ื•-OpenViking ืœืฆืžืฆื•ื ืงื•ื ื˜ืงืกื˜. โ€ืจื•ื ืฉื™ืชืฃ ืืช memongo ืฉื”ื•ื ื‘ื•ื ื”, ืขื ื”ื‘ื˜ื—ื” ืœื‘ื ืฆ'ืžืจืงื™ื ื‘ืงืจื•ื‘.

โ€ื”ืื ืจื•ืžื‘ื•ื˜ ืฆืจื™ืš ืœื—ืคืฉ ื‘ืจืฉืช? ื“ื™ื•ืŸ ืงื”ื™ืœืชื™ ืžืจืชืง ืขืœ ื”ื’ื‘ื•ืœื•ืช ืฉืœ ืจื•ืžื‘ื•ื˜. โ€ืจื•ื ื”ื‘ื™ืข ื—ืฉืฉ ืฉืฉื™ืœื•ื‘ ืžื™ื“ืข ืžื”ืจืฉืช ื™ื–ื”ื ืืช ื”ื™ื“ืข ื”ืงื”ื™ืœืชื™ โ€” "ืžืคื—ื“ ืฉื–ื” ื™ื–ื”ื ืืช ื”ืชืฉื•ื‘ื” ืขื ื™ื•ืชืจ ืชื•ื›ืŸ ืžื”ืจืฉืช ื•ืคื—ื•ืช ื™ื“ืข ืฉืœ ื”ืงื”ื™ืœื”". โ€ืœื™ ื–'ื•ืจื‘ื™ืŸ ื”ืฆื™ืขื” ืื‘ื—ื ื” ื—ื“ื”: ืขื•ื‘ื“ื•ืช ื•ื ืชื•ื ื™ื ืื•ื‘ื™ื™ืงื˜ื™ื‘ื™ื™ื ืืคืฉืจ ืœื”ื‘ื™ื ืžื‘ื—ื•ืฅ, ืื‘ืœ ื™ื“ืข, ื ื™ืกื™ื•ืŸ ื•ื”ืžืœืฆื•ืช โ€” ืจืง ืžื”ืงื”ื™ืœื”. โ€ื—ื“ื•ื” ื”ืฆื™ืขื” A/B testing ืขื ืื™ืžื•ื’'ื™ ๐Ÿค“ (ืงื”ื™ืœื” ื‘ืœื‘ื“) ื•-๐Ÿฆพ (ืงื”ื™ืœื” + ืจืฉืช), ื ื•ืขื ืกืœื™ื˜ ื“ื—ืฃ ืœืคื™ื™ืœื•ื˜ ืฉืœ ืฉื‘ื•ืขื™ื™ื, ื•ื ืชื ืืœ ื”ืฆื™ืข ืœืฉื™ื ืชื’ ืขืœ ืžืงื•ืจ ื”ืžื™ื“ืข ื•ืœื•ื•ื“ื ืฉื”ืกื™ืกื˜ื ืคืจื•ืžืคื˜ ืžื•ื ืข ื–ืœื™ื’ื”. โ€ื“ื™ื•ืŸ ื‘ื•ื’ืจ, ืขื ื™ื™ื ื™, ื•ืžื›ื‘ื“ โ€” ื‘ื“ื™ื•ืง ืžื”ืกื•ื’ ืฉื”ื•ืคืš ืืช ื”ืงื”ื™ืœื” ื”ื–ื• ืœืžื™ื•ื—ื“ืช.

โ€ืื™ื ืกื˜ื™ื ืงื˜ โ€” ืคืจื™ืฆื”, ื”ื–ืžื ื•ืช, ื•ื”ืชืœื”ื‘ื•ืช: ืžื™ื›ืืœ ื“ื™ื•ื•ื— ืขืœ ื—ื™ื•ื‘ ืœื ืžื•ืจืฉื” ืžื›ืจื˜ื™ืก ืืฉืจืื™ ื™ื™ืขื•ื“ื™ ืฉื”ื™ื” ื‘ื›ืกืคืช ืฉืœ ืื™ื ืกื˜ื™ื ืงื˜ โ€” "ืื™ื ืกื˜ื™ื ืงื˜ ืคืจื•ืฆื™ื ืœื’ืžืจื™ื™". โ€ืžื ื’ื“, ืืคื™ ืฉืœื— ืงื™ืฉื•ืจื™ ื”ื–ืžื ื” ืื™ืฉื™ื™ื ("ืœื ื”ื™ื™ืชื™ ืฉื•ืœื— ืื ืœื ื”ื™ื™ืชื™ ืžื‘ืกื•ื˜"), ื ืชื ืืœ ื”ืคื™ืฅ 9,996 ื”ื–ืžื ื•ืช ื ื•ืกืคื•ืช, ื•ื ื˜ืขืŸ ืฉื”ื ืขื•ืฉื™ื ืขื‘ื•ื“ื” ื˜ื•ื‘ื” ื‘ื‘ื ื™ื™ืช ืืชืจื™ื ืคืฉื•ื˜ื™ื. โ€ื˜ืœื—ื™ื™ื ื“ืžืจื™ ืกื™ืคืจ ืฉื‘ื ื” ืืชืจ ืฉื™ืชื•ืฃ ืงื™ืฉื•ืจื™ื ืœืื™ื ืกื˜ื™ื ืงื˜ ืœืงื”ื™ืœื”. โ€ื—ื“ื•ื” ืฉื™ืชืคื” ื ื™ืกื™ื•ืŸ ืžืขื•ืจื‘ โ€” ื ื™ืกืชื” ืืช ืื™ื ืกื˜ื™ื ืงื˜, Codex, ื•-Cursor, ื•ืžืชืงื“ืžืช ืขื ืงืœื•ื“ ืงื•ื“ ืœื‘ื ื™ื™ืช ืืคืœื™ืงืฆื™ื” ื ื™ื™ื˜ื™ื‘ ืขื ื—ื™ื™ืฉื ื™ื ื•ืขื™ื‘ื•ื“ ื ืชื•ื ื™ื ืœื•ืงืืœื™.

โ€Codex, Cursor, ื•-Devin: ืขืจืŸ ืฉืืœ ืžื” ื”ื‘ืขื™ื” ืขื Codex ื•ืœืžื” ืœื Cursor โ€” ื•ื™ื•ื ืชืŸ ื’ืจื•ืก ื”ื‘ื”ื™ืจ ืฉ"ืงืจืกืจ ืงื™ื™ื ื•ื‘ื•ืขื˜ ืืคื™ืœื• ืžื”ื—ืœืœ". โ€ืืžื™ืจ (CCC) ืฉื™ืชืฃ ื”ืืง ืžื‘ืจื™ืง: ื—ื™ื‘ื•ืจ ืœ-API ื”ื•ื•ืงืืœื™ ืฉืœ Dot (ื”ืกื•ื›ืŸ ื”ืงื•ืœื™ ืฉืœ Codex) ื•ื”ืจื›ื‘ื” ืขืœ ื”ืžืขืจื›ืช ืฉืœื•, ื•ื”ืฆื™ืข ืœื”ืกื‘ื™ืจ ืœืื—ืจื™ื ืื™ืš ืœืขืฉื•ืช ื–ืืช. โ€ืœื’ื‘ื™ Devin โ€” ื“ืขื•ืช ื—ืœื•ืงื•ืช: ื ืชื ืืœ ื˜ืขืŸ ืฉ"ื”ืชื—ื™ืœ ื›ื”ื•ื ืื”" ื•ืฉื™ืชืฃ ืœื™ื ืง ืœื”ื•ื›ื—ื”, ื‘ืขื•ื“ ืจื•ื™ ื•ื™ื™ืกืคืœื“ "ืขืฃ ืขืœ Devin" ื•ืจื•ืขื™ ืฆื™ื™ืŸ ืฉื”ื•ื ื—ื™ื ื ืจืง ืขื“ 8 ื‘ืื•ืงื˜ื•ื‘ืจ (ื•-40$ ื‘-Teams). โ€ืืžื™ืจ ื”ื“ื’ื™ืฉ ืฉื”ืžื•ื“ืœ SWE 2.0 ืžืฆื•ื™ืŸ ื•ื”ื›ืœ ื‘ื—ื™ื ื ื—ื•ืฅ ืž-$20 ืœื—ื•ื“ืฉ.

โ€ื›ืœื™ ืคื™ืชื•ื— ื•ืคืจื•ื™ืงื˜ื™ื ื—ื“ืฉื™ื:
โ€- ื ื•ืขื ื‘ื•ื–ื’ืœื• ืฉื™ืชืฃ ืคื•ืกื˜ ืขืœ ืชื›ื ื•ืŸ ืขื AI ืœืคื ื™ ื›ืชื™ื‘ืช ืงื•ื“ ื•ืฉืžื™ืจื” ืขืœ ืื™ื›ื•ืช ื›ืฉื”ืกื•ื›ืŸ ืจืฅ ืœื‘ื“
โ€- ื“ื ื™ืืœ ืก. โ€ื”ืฆื™ื’ ืืช VDock โ€” Dock ืœืขื‘ื•ื“ื” ืขื Claude Code, Cursor, ื•-GitHub ื‘ืžืงื‘ื™ืœ, ืขื Winamp-style spectrum, MCP, ื•ืžืขืงื‘ ืื—ืจื™ ืกืฉื ื™ื ืฉืœ ืกื•ื›ื ื™ื. โ€"ืื ื™ ื‘ืืžืช ืฆืจื™ืš ื›ื‘ืจ ืœื”ืชื—ื™ืœ ืœื™ืจื•ืช ื›ื“ื•ืจื™ ืืฉ"
โ€- ื“ื•ื“ ืžืื™ืจ-ืœื•ื™ ื‘ื ื” ืžืขืจื›ืช ืžืจื•ื‘ืช ืกื•ื›ื ื™ื ืฉื™ืฆืจื” ืคื•ื“ืงืืกื˜ ื‘ืขื‘ืจื™ืช ืขืœ ื—ืœืœ ืœื‘ืŸ ืฉืœื• โ€” ืžืกื•ื›ืŸ ืชื›ื ื•ืŸ ืคืจืงื™ื, ื“ืจืš ืชืžืœื•ืœ ื•ื”ื’ื™ื™ื” ื‘ืขื‘ืจื™ืช, ื•ืขื“ ื•ื™ื“ื•ื ืžื“ืขื™ ืžื•ืœ ืžืืžืจื™ ื ืืก"ื. โ€ื”ืชื•ืฆืื” ื‘-Apple Podcasts
โ€- ACT ื”ื›ืจื™ื– ืขืœ ืžืขืจื›ืช plug & play ื—ื“ืฉื” ืฉืžืžื“ืœืช ืžืขืจื›ื•ืช ืชื•ื›ื ื” ื•ื ื•ืชื ืช ืœืกื•ื›ื ื™ื ืฉื›ื‘ืช ื”ื‘ื ื” ืžืฉื•ืชืคืช โ€” "ื–ื” ืœื ื“ื•ืžื” ืœืคืชืจื•ื ื•ืช ืฉืืชื ืžื›ื™ืจื™ื ื‘ืชื—ื•ื". โ€ืžื—ืคืฉื™ื ื‘ื˜ื ื˜ืกื˜ืจื™ื, ืœืœื ืขืœื•ืช

โ€โ“ ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช:

โ€ืฉืืœื” (ื ื“ื‘ ื‘ืจื ื™ืฆืงื™): ืžื” ื”ื“ืจืš ื”ื›ื™ ื˜ื•ื‘ื” ืœื™ื™ืฆืจ ืžืฆื’ื•ืช PowerPoint ื‘ืืžืฆืขื•ืช ืงืœื•ื“, ืขื ื˜ืžืคืœื˜ื™ื ืืจื’ื•ื ื™ื™ื?
โ€ืชืฉื•ื‘ื” (ืชืžืจ ืคืจืฅ): ื™ืฉ ืงื•ื ืงื˜ื•ืจ ืœ-Canva ื•ืœ-Figma. โ€ืืคืฉืจื•ืช ืคืฉื•ื˜ื”: ืชื ื™ ืœืงืœื•ื“ ืืช ื”ื˜ืžืคืœื˜ ื›-context ื‘ืคืจื•ื™ืงื˜, ืชื›ืชื‘ื™ ื‘ื”ื•ืจืื•ืช ืฉืชืคืงื™ื“ื• ืœื™ื™ืฆืจ ืžืฆื’ื•ืช ืœืคื™ ื˜ืžืคืœื˜ื™ื, ื•ืื– ื‘ืงืฉื™ ืœื”ืœื‘ื™ืฉ ืžื™ื“ืข ืขืœ ื˜ืžืคืœื˜ X. โ€ื”ืฉืชืžืฉื™ ื‘-Sonnet ืื• Opus ืขืœ high. โ€ืชืžืจ ื”ืฆื™ืขื” ืœืฉืœื•ื— ืืช ื”ื˜ืžืคืœื˜.

โ€ืฉืืœื” (ืžืื•ืจ): ืื™ื–ื• ืคืœื˜ืคื•ืจืžื” ื”ื›ื™ ื™ื“ื™ื“ื•ืชื™ืช ืœื‘ื ื™ื™ืช ื•ื ื™ื”ื•ืœ ืกื•ื›ื ื™ AI ืœืคืขื™ืœื•ืช ื‘ืจืฉืชื•ืช ื—ื‘ืจืชื™ื•ืช, ืฉื™ื•ื•ืง, ื•ืงืจื™ืื™ื™ื˜ื™ื‘? Manychat? Make? 8n8?
โ€(ืคืชื•ื—ื” ืœืชืฉื•ื‘ื•ืช โ€” ืœื ื ื™ืชื ื” ืชืฉื•ื‘ื” ืžืกื›ืžืช)

โ€ืฉืืœื” (ืืœื•ืŸ ื‘ืจืœื”): ืื™ืš ืžืชืžื•ื“ื“ื™ื ืขื captcha ื•-web browsing ื‘ืคื™ืชื•ื— ืื™ื™ื’'ื ื˜ื™ื ืขืœ VPS?
โ€ืชืฉื•ื‘ื”: ืžืื™ืจ ื›ื“ื•ืฉ ื”ืžืœื™ืฅ ืขืœ Bright Data browser ืœื’ืœื™ืฉื” ืœืœื ืœื•ื’ื™ืŸ, ื•-Browser Use Cloud (ืขื stealth mode) ื›ืฉื™ืฉ ืฆื•ืจืš ื‘ืœื•ื’ื™ืŸ. โ€ืจื•ื™ ื•ื™ื™ืกืคืœื“ ื”ื•ืกื™ืฃ ืืช Cloudflare ื•ืืช Ego browser. โ€ืืœื™ืขื“ ืฉื—ืจ ื”ืžืœื™ืฅ ืขืœ Kernel.

โ€ืฉืืœื” (ื”ื“ื•ื”): ื‘ืื™ื–ื” ืžื ื•ืข AI ืœื‘ื—ื•ืจ ืœืžื ื•ื™ ื‘ืชืฉืœื•ื ืœื‘ื ื™ื™ืช ืืคืœื™ืงืฆื™ื” ื ื™ื™ื˜ื™ื‘ ืขื ื—ื™ื™ืฉื ื™ื?
โ€ืชืฉื•ื‘ื”: ืื—ืจื™ ื ื™ืกื™ื•ืŸ ืขื ื›ืœื™ื ื—ื™ื ืžื™ื™ื, ื”ื”ืžืœืฆื” ื‘ืงื”ื™ืœื” ื ื˜ืชื” ืœื›ื™ื•ื•ืŸ ืงืœื•ื“ ืงื•ื“. โ€ืขืจืŸ ื”ืžืœื™ืฅ ืœืฉืœื ืขืœ ืžื ื•ื™ ื•ืœื ืœื”ื™ืชืงืข ื‘ืžื’ื‘ืœื•ืช ื”ื—ื™ื ืžื™ โ€” "ืœืฉืœื ื›ืžื” ืขืฉืจื•ืช ื“ื•ืœืจื™ื ื‘ื—ื•ื“ืฉ ื–ื” ืœื ื”ื•ืฆืื” ื’ื“ื•ืœื” ืื‘ืœ ืžื” ืฉืžืงื‘ืœื™ื ื–ื” ืจืžื” ืื—ืจืช".

โ€๐Ÿ”— ืžืฉืื‘ื™ื ืฉืฉื•ืชืคื•:

โ€- GBrain โ€” ืžืขืจื›ืช ื–ื™ื›ืจื•ืŸ open-source ืžื‘ื•ืกืกืช ืงื‘ืฆื™ Markdown ืขื append-only logs ื•-hybrid search ืฉืœ Gary Tan (CEO ืฉืœ Y Combinator)
โ€- Hindsight โ€” ืžื ื•ืข ื–ื™ื›ืจื•ืŸ ืื’'ื ื˜ื™ ืฉืœ Vectorize ืฉืžื—ืœืฅ, ืžืงื˜ืœื’, ื•ื‘ื•ื ื” ืจืฉืชื•ืช ื™ื“ืข ืžืกืฉื ื™ื ื“ื™ื ืžื™ื™ื
โ€- OpenViking โ€” ืžืกื“ ื ืชื•ื ื™ื ืžื‘ื•ืกืก ืงื‘ืฆื™ื (ByteDance) ืขื ื˜ืขื™ื ืช ืงื•ื ื˜ืงืกื˜ ืžื“ื•ืจื’ืช L0/L1/L2
โ€- VDock โ€” Dock ืœืกื•ื›ื ื™ื ืžืจื•ื‘ื™ื: Claude Code, Cursor, GitHub ื‘ืžืงื‘ื™ืœ, MCP, Winamp spectrum โ€” [github.com/ponya5/VDock](https://go.chatlytics.ai/r/Qu0ODZn
โ€- memongo โ€” ืžืขืจื›ืช ื”ื–ื™ื›ืจื•ืŸ ืฉืจื•ื ื‘ื•ื ื”, ืขื ื”ื‘ื˜ื—ื” ืœื‘ื ืฆ'ืžืจืงื™ื โ€” [github.com/romiluz13/memongo](https://go.chatlytics.ai/r/PIVQK45
โ€- Kernel โ€” ืคืชืจื•ืŸ web browsing ืœืื™ื™ื’'ื ื˜ื™ื โ€” [kernel.sh](https://go.chatlytics.ai/r/HI8odz3
โ€- ืคื•ื“ืงืืกื˜ ื—ืœืœ ื‘ืขื‘ืจื™ืช ืœื™ืœื“ื™ื โ€” ื ื‘ื ื” ื›ื•ืœื• ืขืœ ื™ื“ื™ ืกื•ื›ื ื™ AI ืฉืœ ื“ื•ื“ ืžืื™ืจ-ืœื•ื™ โ€” [Apple Podcasts](https://go.chatlytics.ai/r/FgzySwd
โ€- ืคื•ืกื˜ ืขืœ Hugging Face ื•ื”ื—ืฉื™ื‘ื•ืช ืฉืœ ื”ืจื ืก (Harness) ืœืกื•ื›ื ื™ื โ€” ื ืชื ืืœ ืฉื™ืชืฃ [ืœื™ื ืงื“ืื™ืŸ](https://go.chatlytics.ai/r/wygeocl
โ€- AI ืคื™ืฆื— ืฆื•ืคืŸ ื‘ืŸ 217 ืฉื ื” ื‘-6 ืฉืขื•ืช โ€” ืžื›ืชื‘ ืกื•ื“ื™ ืžืชืงื•ืคืช ื ืคื•ืœื™ืื•ืŸ ืคื•ืขื ื— โ€” [X thread](https://go.chatlytics.ai/r/pHRUOg0

โ€๐Ÿ’ฌ ื™ื•ื ืฉื”ืชื—ื™ืœ ื‘ืคื•ื“ืงืืกื˜ื™ื ืขืœ ื—ืœืœ ื•ืคืจื™ืฆื•ืช ืื‘ื˜ื—ื”, ื•ื”ืžืฉื™ืš ืœื“ื™ื•ืŸ ื”ื›ื™ ืžืขืžื™ืง ืขืœ ืืจื›ื™ื˜ืงื˜ื•ืจืช ื–ื™ื›ืจื•ืŸ ืฉืจืื™ื ื• ืคื” โ€” ื•ื”ื›ืœ ืชื•ืš ื›ื“ื™ ื•ื™ื›ื•ื— ื™ื“ื™ื“ื•ืชื™ ืื ืจื•ืžื‘ื•ื˜ ืฆืจื™ืš ื’ื™ืฉื” ืœืื™ื ื˜ืจื ื˜. โ€ื”ืงื”ื™ืœื” ื”ื–ื• ื™ื•ื“ืขืช ื’ื ืœืงืจื•ืข ืžืฆื—ื•ืง (ื”ื“ื™ืืœื•ื’ ืขืœ ื”ื”ื–ืžื ื” ื”ืื™ืฉื™ืช ืฉืœ ืืคื™ ืœื™ื•ืื‘ ื”ื™ื” ืงื•ืจืข) ื•ื’ื ืœืจื“ืช ืœืจื–ื•ืœื•ืฆื™ื•ืช ื˜ื›ื ื™ื•ืช ืžื˜ื•ืจืคื•ืช. โ€ื–ื” ื‘ื“ื™ื•ืง ื”ืฉื™ืœื•ื‘ ืฉื”ื•ืคืš ืื•ืชื ื• ืœืžื” ืฉืื ื—ื ื•.

โ€---
โ€ืจื•ืฆื™ื ืœื”ืขืžื™ืง ื‘ื ื•ืฉื ืฉืขืœื”? โ€ืฉืœื—ื• ืœื™ ื”ื•ื“ืขื” ืคืจื˜ื™ืช ื•ืื ื™ ืื—ืคื•ืจ ๐Ÿ”

GitHub - ponya5/VDock: VDock - Virtual Stream DeckVDock - Virtual Stream Deck. Contribute to ponya5/VDock development by creating an account on GitHub.
16:03
ื ืชื ืืœ

ืœืงื ื•ืช ืื• ืœื?

19:15
Ofer
ื ืชื ืืœ
ืœืงื ื•ืช ืื• ืœื?

ืคืฉืข ืœื”ืฉืื™ืจ ืขืœ ื”ืžื“ืฃ

19:47
Amir

ื•ื™ื“ืื• ืฉืžืกื‘ื™ืจ ืื™ืš ื™ื•ืฆืจื™ื ื—ื™ื‘ื•ืจ ืงื•ืœื™ ืœื”ืจื ืก ืฉืœื›ื , ืชื•ืš ืฉื™ืžื•ืฉ ื‘ืงื•ื“ืงืก CLI:

1. ื—ื™ื‘ืจืชื™ ืืช ื”ืฉื™ื—ื” ื”ืงื•ืœื™ืช ืขื Dot ื‘ืงื•ื“ืงืก ื“ืกืงื˜ื•ืค ืœืžืžืฉืง ืฉื‘ื ื™ืชื™. ื”ื—ื™ื‘ื•ืจ ืขื•ื‘ื“ ื‘ืœื™ ืžืคืชื— API.

2. ื›ืืŸ ืจื•ืื™ื ืืช ื”ื—ื™ื‘ื•ืจ ื‘ืคืขื•ืœื”. ืื ื™ ืฉื•ืืœ ื‘ืงื•ืœ ืขืœ ื”ืกืฉื ื™ื ืฉืœื™. ื”ืกื•ื›ืŸ ืžืคืขื™ืœ ืคื•ื ืงืฆื™ื•ืช ืฉื”ื’ื“ืจืชื™ ืœื• ื›ื“ื™ ืœืงืจื•ื ื ืชื•ื ื™ื ืžื”ืžืขืจื›ืช, ื•ืžื—ื–ื™ืจ ืชืฉื•ื‘ื” ืงื•ืœื™ืช.

3. ืื– ืื™ืš ื–ื” ืขื•ื‘ื“ ื•ืื™ืš ืœื”ื›ื™ืŸ ื›ื–ื” ื‘ืขืฆืžื›ื? ื”ื“ืคื“ืคืŸ ืคื•ืชื— ื—ื™ื‘ื•ืจ WebRTC ื™ืฉื™ืจื•ืช ืžื•ืœ OpenAI. ืฉืจืช ืžืงื•ืžื™ ืžืชืงืฉืจ ืขื codex app-server ื•ืžืขื‘ื™ืจ ืืช ืคืจื˜ื™ ื”ื—ื™ื‘ื•ืจ. ื”ืื•ื“ื™ื• ืขืฆืžื• ืขื•ื‘ืจ ื™ืฉื™ืจื•ืช ืžื”ื“ืคื“ืคืŸ.

4. ื”ื—ื™ื‘ื•ืจ ืžืฉืชืžืฉ ื‘ืœื•ื’ื™ืŸ ื”ืงื™ื™ื ืฉืœ ChatGPT, ื“ืจืš ืื•ืชื• ืžื ื’ื ื•ืŸ ืฉืงื•ื“ืงืก ื“ืกืงื˜ื•ืค ืžืฉืชืžืฉ ื‘ื•. ื‘ืžืกืœื•ืœ ื”ื–ื” ืœื ืฆืจื™ืš ืœื”ื–ื™ืŸ ืžืคืชื— API.

5. ื‘ืคืจื•ืžืคื˜ ืžื‘ืงืฉื™ื ืœื—ื‘ืจ ืืช ืžืžืฉืง ื”ื•ื•ื‘ ืœืฉืจืช ื”ืžืงื•ืžื™ ืฉืœ ืงื•ื“ืงืก ื“ืจืš JSON-RPC. ืœื™ืฆื•ืจ ืฉื™ื—ื”, ืœื”ืคืขื™ืœ ืืช ื”ืงืจื™ืื” ืฉืžืชื—ื™ืœื” ืฉื™ื—ื” ืงื•ืœื™ืช ืขื WebRTC, ื•ืœื”ื—ื–ื™ืจ ืœื“ืคื“ืคืŸ ืืช ืชืฉื•ื‘ืช ื”ื—ื™ื‘ื•ืจ. ืžื•ืกื™ืคื™ื ื’ื ืคื•ื ืงืฆื™ื•ืช ืœืงืจื™ืืช ื ืชื•ื ื™ื ื•ืื™ืฉื•ืจ ืœืคื ื™ ืฉื™ื ื•ื™ื™ื. ื‘ืงืฉื• ืžื”ืกื•ื›ืŸ ืœื‘ื“ื•ืง ื’ื ืืช ื”ืชื™ืขื•ื“ ื•ืืช ื”ืกื›ืžื” ืฉืœ ื’ืจืกืช ืงื•ื“ืงืก ืฉืžื•ืชืงื ืช ืืฆืœื›ื, ื›ื“ื™ ืœื•ื•ื“ื ืฉืฉืžื•ืช ื”ืงืจื™ืื•ืช ื•ื”ืคืจืžื˜ืจื™ื ืžืชืื™ืžื™ื.

6.ืžืขืจื›ืช ืฉื›ื‘ืจ ืขื•ืฉื” ืืช ื–ื”: getccc.dev.

23:28
2026-10-05
Eran
08:12
RomBot

โ€๐Ÿ”ฅ ื”ื™ื™ืค-ืจื“ืืจ ื™ื•ืžื™ โ€” PMs ืžื•ืœ ืžืคืชื—ื™ื, ืชืžื•ื ื” ืฉื”ื•ืคื›ืช ืœืขื•ืœื ืชืœืช-ืžืžื“, ื•ืฉื ื™ ืคืจื•ื™ืงื˜ื™ื ื‘ืงื•ื“ ืคืชื•ื—:

โ€๐Ÿ’ฌ Reddit

โ€โ€ข Our PM told me he can build it himself now โ€” ืคื•ืกื˜ ื‘-r/AI_Agents ืฉื‘ื• ืžืคืชื— ืฉื™ืชืฃ ืฉืžื ื”ืœ ื”ืžื•ืฆืจ ืฉืœื• ื”ื›ืจื™ื– ืฉื”ื•ื ื™ื›ื•ืœ ืœื‘ื ื•ืช ื”ื›ืœ ืœื‘ื“ ืขื AI โ€” 229 ื”ืฆื‘ืขื•ืช ื•-141 ืชื’ื•ื‘ื•ืช ืœื•ื”ื˜ื•ืช ืขืœ ื”ื’ื‘ื•ืœ ื”ื—ื“ืฉ ื‘ื™ืŸ PMs ืœืžืคืชื—ื™ื. โ€229 ื”ืฆื‘ืขื•ืช. ๐Ÿ”— https://go.chatlytics.ai/r/MpXbnfm

โ€โ€ข It's over, guys. โ€This repo turns ONE photo into a full explorable 3D world in 5 minutes. โ€” ืจื™ืคื• ืฉื”ื•ืคืš ืชืžื•ื ื” ื‘ื•ื“ื“ืช ืœืขื•ืœื ืชืœืช-ืžืžื“ ืฉืืคืฉืจ ืœื˜ื™ื™ืœ ื‘ื•, ืขื ืคื™ื–ื™ืงื”, ืื•ื“ื™ื• ื•ืกืคืœืื˜ื™ื โ€” ื‘ื—ืžืฉ ื“ืงื•ืช. โ€494 ื”ืฆื‘ืขื•ืช, ืื ื›ื™ ื™ืฉ ืื–ื”ืจื” ืฉื”ื”ื™ื™ืค ืžื ื•ืคื—. โ€494 ื”ืฆื‘ืขื•ืช. ๐Ÿ”— https://go.chatlytics.ai/r/PkvDNjK

โ€๐Ÿ“ฆ GitHub

โ€โ€ข Open-Dev-Society/OpenStock โ€” ืคืœื˜ืคื•ืจืžืช ืงื•ื“ ืคืชื•ื— ืœืžืกื—ืจ ืื•ื˜ื•ืžื˜ื™ ื‘ืžื ื™ื•ืช, 19K ื›ื•ื›ื‘ื™ื ื•ืื™ืžื•ืช ื—ื–ืง ืžื”ืงื”ื™ืœื”. โ€19K ื›ื•ื›ื‘ื™ื. ๐Ÿ”— https://go.chatlytics.ai/r/Qi1Lo6p

โ€โ€ข asciimoo/hister โ€” ื›ืœื™ CLI ืฉืฆื‘ืจ 5.3K ื›ื•ื›ื‘ื™ื ื•-741 ื ืงื•ื“ื•ืช ื‘-Hacker News โ€” ืื™ืžื•ืช ืžืคืชื—ื™ื ื—ื•ืฆื”-ืคืœื˜ืคื•ืจืžื•ืช ืžืจืฉื™ื. โ€5.3K ื›ื•ื›ื‘ื™ื. ๐Ÿ”— https://go.chatlytics.ai/r/xoy75Z6

โ€ืœืคื™ื“ ื”ืžืœื ๐Ÿ”— https://go.chatlytics.ai/r/xTptWU1

โ€๐Ÿ“‹ ืกื™ื›ื•ื ื™ื•ืžื™ โ€” 5 ื‘ืื•ืงื˜ื•ื‘ืจ 2026

โ€ื™ื•ื ืฉืœ ื‘ื™ืœื“ืจื™ื โ€” ื”ื™ื“ื™ื™ื ืขื‘ื“ื•, ื”ืžื•ื— ื”ืชืคืœืกืฃ, ื•ื”ืงื”ื™ืœื” ืฉื•ื‘ ื”ื•ื›ื™ื—ื” ืฉื›ืฉื ื•ืชื ื™ื ืœื” ืžืจื—ื‘ ื”ื™ื ืžื™ื™ืฆืจืช ืขืจืš ืืžื™ืชื™.

โ€๐Ÿ“Œ ืžื” ื“ื•ื‘ืจ ื”ื™ื•ื:

โ€ื—ื™ื‘ื•ืจ ืงื•ืœื™ ืœืกื•ื›ื ื™ื ืขื Codex CLI (ื‘ืœื™ API key) โ€” ืืžื™ืจ (CCC) ืฉื™ืชืฃ ืžื“ืจื™ืš ืžืคื•ืจื˜ ืœื‘ื ื™ื™ืช ื—ื™ื‘ื•ืจ WebRTC ืงื•ืœื™ ื™ืฉื™ืจื•ืช ืžื•ืœ OpenAI ื“ืจืš Codex Desktop. โ€ื”ื˜ืจื™ืง: ื”ื“ืคื“ืคืŸ ืคื•ืชื— WebRTC ืžื•ืœ OpenAI, ื•ืฉืจืช ืžืงื•ืžื™ ืžืชื•ื•ืš ื“ืจืš JSON-RPC ืœ-codex app-server โ€” ื‘ืœื™ ืฆื•ืจืš ื‘ืžืคืชื— API ื›ืœืœ. โ€ื›ืœ ื”ืื•ื“ื™ื• ืขื•ื‘ืจ ื™ืฉื™ืจื•ืช ื‘ื“ืคื“ืคืŸ. โ€ืืžื™ืจ ืžืžืœื™ืฅ ืœืฉืื•ืœ ืืช ื”ืกื•ื›ืŸ ืœื‘ื“ื•ืง ืืช ื”ืชื™ืขื•ื“ ื•ื”ืกื›ืžื” ืฉืœ ื’ืจืกืช ืงื•ื“ืงืก ืฉืœื›ื ื›ื“ื™ ืœื•ื•ื“ื ื”ืชืืžื”. โ€ื”ืžืขืจื›ืช ื–ืžื™ื ื” ื’ื ื‘-getccc.dev.

โ€ืžืขื‘ืจ ืœืขื ืŸ โ€“ ืื™ืš ืžืจื™ืฆื™ื ืื™ื™ื’'ื ื˜ื™ื ื‘ืฉืจืช ื‘ืœื™ ืœืฉื‘ื•ืจ ืืช ื”ื›ื™ืก โ€” ืืคื™ ืฉืืœ ืขืœ ื“ื™ืคืœื•ื™ ืื™ื™ื’'ื ื˜ื™ื ื‘ื“ื•ืงืจ, ื•ืืžื™ืจ ื ืชืŸ ืžืชื›ื•ืŸ ืžืœื: ืฉืจืช Hetzner (9$ ื‘ืกื™ืกื™, 19$ ื—ื–ืง) + Tailscale ืœื—ื™ื‘ื•ืจ ื›ืœ ื”ืžื›ืฉื™ืจื™ื ื‘ืจืฉืช ืื—ืช + ื”ืจื ืก ื›ืžื• CCC. โ€"ืชื’ื™ื“ ืœืงืœื•ื“, ื”ื•ื ื™ืงื ืคื’ ืœืš ื”ื›ื•ืœ, 30 ื“ืงื•ืช ื•ื”ื›ื•ืœ ืขื‘ืจ ืœืฉืจืช." โ€ืชื™ื‘ื•ืœ ืื•ืคืฆื™ื•ื ืœื™: ื”ืจืžืก ืœื—ื™ื‘ื•ืจ ืœื•ื•ืื˜ืกืืค ื•-iMessage.

โ€ืžื™ ื”ื‘ืขืœื™ื ืฉืœ ื”ืจืขื™ื•ื ื•ืช ืฉืœื›ื? โ€” ืชืžืจ ืคืจืฅ ื”ืฆื™ืคื” ืฉืืœื” ืฉื ื•ื’ืขืช ื‘ื›ื•ืœื ื•: ืžื” ื”ืžื•ื“ืœื™ื ืขื•ืฉื™ื ืขื ื”ืจืขื™ื•ื ื•ืช ืฉืื ื—ื ื• ืžื–ื™ื ื™ื ืœื”ื? โ€ืžืฉื” ื‘ืœืื™ืฉ ื”ื’ื™ื‘ ื‘ื“ื™ื•ืง: "ืื™ืŸ ืœื”ื ื“ืจืš ืื—ืจืช ืœืœืžื•ื“ ื—ื•ืฅ ืžืœื”ืขืชื™ืงโ€ฆ โ€ืื™ ืืคืฉืจ ืœืขืฆื•ืจ ืืช ื”ืงื™ื“ืžื”, ืฆืจื™ืš ืœืœืžื•ื“ ืื™ืš ืœืฉื—ืง ืื™ืชื”". โ€ืชืžืจ ื”ื•ืกื™ืคื” ืฉื‘ืžื—ืงืจ ืฉืœื” ืžื•ืœ GPT ื”ื™ื ืชื™ืขื“ื” ืชื™ื•ื’ื™ื ืฉื™ื˜ืชื™ื™ื ืฉืœ ืชืื•ืจื™ื•ืช ืžื›ืœ ืžื ื™ ืชื—ื•ืžื™ื โ€” ื•ืฉื”ื˜ื•ื’ืœ "ืืœ ืชืืžืŸ ืขืœ ื”ืžื™ื“ืข ืฉืœื™" ืœื ืฉื•ื•ื” ื›ืœื•ื: "ื”ืจืขื™ื•ื ื•ืช ืฉื™ื›ื•ืœื™ื ืœืฉื ื•ืช ืืช ื”ืขื•ืœื โ€” ื–ื” ื”ืžื™ื“ืข ืฉืฉื•ื•ื” ื”ื›ื™ ื”ืจื‘ื” ื›ืกืฃ, ืœื ืžื ื•ื™ื™ื, ืœื ืงืจื“ื™ื˜ื™ื."

โ€CLI ืžื•ืœ GUI โ€” ื”ืงืจื‘ ื”ื ืฆื—ื™ โ€” ืขื•ืžืจ ื™ืจืงื•ื‘ื™ืฅ' ื”ื‘ื™ื ื“ื™ื•ืŸ ื•ื™ืจืืœื™ (1.7M ืฆืคื™ื•ืช) ืขืœ ื”ื™ืชืจื•ื ื•ืช ื•ื”ื—ืกืจื•ื ื•ืช ืฉืœ ืžืžืฉืงื™ CLI/TUI. โ€ื™ื•ื ืชืŸ ื’ืจื•ืก ื–ืจืง ืฉ-CLI ืจื’ื™ืœ ื–ื” "herdr ืื• ืžืฉื—ืง ืžื—ืฉื‘ ืœืขืกืง", ื•ืขื•ืžืจ ืขื ื”: "ืœืงื—ืช ืืช ื”ื’ื™ื™ืžื™ืคื™ืงื™ื™ืฉืŸ ืœืจืžื” ื—ื“ืฉื” ๐Ÿ™Œ๐Ÿผ".

โ€ืคื™ืชื•ื—ื™ื ืžื”ืงื”ื™ืœื” โ€” ื™ื•ื ืคื•ืจื” ื‘ืžื™ื•ื—ื“:
โ€- ืฉื™ ืฉื—ืจืจ ืืช quota โ€” ืืคืœื™ืงืฆื™ื™ืช ืงื•ื“ ืคืชื•ื— ืœืžืขืงื‘ ืื—ืจื™ ืฆืจื™ื›ื” ื•ืฉื™ืžื•ืฉ ื‘ืžืกืคืจ ื—ืฉื‘ื•ื ื•ืช AI, ื›ื•ื•ื™ื“ื’'ื˜ ืฉื•ืœื—ื ื™. โ€ื•ื•ื™ื ื“ื•ืก, ืœื™ื ื•ืงืก, ืžืืง.
โ€- ื“ื•ืจ ื“ื’ื ื™ ื—ืฉืฃ ื›ืœื™ ืœื‘ืงืจืช ืขืœื•ื™ื•ืช ื‘ืงืœื•ื“ ืงื•ื“ (consumption-based pricing) โ€” "ื”ืชื—ืœืชื™ ืœืคื—ื“ ืœืชืช ืœืงืœื•ื“ ืœืจื•ืฅ ืœื‘ื“ ื•ืœื’ืœื•ืช ื‘ื‘ื•ืงืจ ืฉื”ื•ื ืฉืจืฃ ืœื™ ืืช ื›ืœ ื”ืชืงืฆื™ื‘." โ€ืฉื•ืงืœ ืœืฉื—ืจืจ ื›ืงื•ื“ ืคืชื•ื—.
โ€- ื’ื™ื ื‘' ืฉื™ืชืฃ ืืช Serena โ€” MCP toolkit ืœืงื™ื“ื•ื“ ืขื ืฉืœื™ืคื” ืกืžื ื˜ื™ืช ื•ืขืจื™ื›ืช ืงื•ื“, "IDE for your agent."
โ€- ื“ื ื™ืืœ ืก. โ€ื”ืฆื™ื’ ืืช VDock โ€” ื›ืœื™ ืœืขื‘ื•ื“ื” ืขื ืžืกืคืจ ืื™ื™ื’'ื ื˜ื™ื ื‘ืžืงื‘ื™ืœ (Claude Code, Cursor, GitHub) ื›ื•ืœืœ Winamp-style spectrum ื•-MCP.
โ€- ืื™ืชืžืจ ื—ื›ืžื•ืŸ ืฉื™ืชืฃ ืคื•ืกื˜ ืขืœ ื›ืš ืฉ-Claude.md ืขื•ื‘ื“ ื ื’ื“ื›ื ืขื ื”ืžื•ื“ืœื™ื ื”ื—ื“ืฉื™ื, ืขื ื˜ื™ืคื™ื ืœืชื™ืงื•ืŸ.

โ€โ“ ืฉืืœื•ืช ื•ืชืฉื•ื‘ื•ืช:

โ€ืฉืจืช LSP ืœืฆืžืฆื•ื grep-ื™ื? โ€” ืืœื™ ื‘' ื”ืกื‘ื™ืจ ืฉืื—ืช ื”ื‘ืขื™ื•ืช ื”ื™ื ืฉืžื•ื“ืœื™ื ืžืกืชืžื›ื™ื ืขืœ ื—ื™ืคื•ืฉ regex ื‘ืžืงื•ื ื”ื‘ื ื” ืฉืœ ื”ืงื•ื“. โ€ืฉืจืช MCP ืฉืžื‘ื•ืกืก LSP ื ื•ืชืŸ ืœืžื•ื“ืœ ื’ื™ืฉื” ื™ืฉื™ืจื” ืœืงืจื™ืื•ืช ื•ืžื™ืžื•ืฉื™ื โ€” ื”ืจื‘ื” ื™ื•ืชืจ ืžื“ื•ื™ืง ื•ื—ืกื›ื•ื ื™ ื‘ืงื•ื ื˜ืงืกื˜.

โ€Opus 5.5 ืœื ื–ืžื™ืŸ? โ€” yawiezel ื“ื™ื•ื•ื— ืขืœ ื‘ืขื™ื•ืช ื–ืžื™ื ื•ืช ื‘ืฉืขื•ืช ื”ืฆื”ืจื™ื™ื. โ€ื—ื‘ืจื™ื ืื—ืจื™ื (ืื•ืจ, ืกืชื™ื•, ืื•ืจืŸ) ืื™ืฉืจื• ืฉืืฆืœื ืขื•ื‘ื“ โ€” ื›ื ืจืื” ืชืงืœื” ื ืงื•ื“ืชื™ืช.

โ€๐Ÿ”— ืžืฉืื‘ื™ื ืฉืฉื•ืชืคื•:

โ€- quota โ€” ืืคืœื™ืงืฆื™ื™ืช ืงื•ื“ ืคืชื•ื— ืœืžืขืงื‘ ืฆืจื™ื›ืช AI (ื•ื•ื™ื“ื’'ื˜) โ€” github.com/ShayGus/quota
โ€- Serena MCP โ€” ืฉืœื™ืคื” ืกืžื ื˜ื™ืช ื•ืขืจื™ื›ืช ืงื•ื“ โ€” shared via Google share link
โ€- Claude.md ืชื™ืงื•ืŸ โ€” ืคื•ืกื˜ ืฉืœ Itay Hacmon ืขืœ ืฉื™ืคื•ืจ ื‘ื™ืฆื•ืขื™ื ืขื ืžื•ื“ืœื™ื ื—ื“ืฉื™ื โ€” lnkd.in
โ€- VDock โ€” ื ื™ื”ื•ืœ ืจื™ื‘ื•ื™ ืื™ื™ื’'ื ื˜ื™ื โ€” github.com/ponya5/VDock
โ€- ื‘ืงืจืช ืขืœื•ื™ื•ืช ืงืœื•ื“ ืงื•ื“ โ€” ื›ืœื™ ืฉืœ Dor Dagani โ€” ืคื•ืกื˜ LinkedIn
โ€- ืžื•ื“ ืžืฉื™ืžื•ืช ืœืงืœื•ื“ โ€” ืžื•ืกื™ืฃ ืจืฉื™ืžืช ืžืฉื™ืžื•ืช ืฆื“ื“ื™ืช ื‘ื“ืกืงื˜ื•ืค ื•ื‘ื˜ืจืžื™ื ืœ โ€” ืฉื•ืชืฃ ืขืœ ื™ื“ื™ ืขื•ืžืจ ื™ืจืงื•ื‘ื™ืฅ'
โ€- ืคื•ื“ืงืืกื˜ Polymarket โ€” ื“ื•ื™ื“ ืžืื™ืจ-ืœื•ื™ ืžืฉื™ืง ืคื•ื“ืงืืกื˜ ื™ื•ืžื™ ื—ื“ืฉ ืฉืžื ืชื— ืืช ืฉื ื™ ื”ื˜ืจื ื“ื™ื ื”ื›ื™ ื—ืžื™ื ื‘ืคื•ืœื™ืžืจืงื˜ โ€” Apple Podcasts
โ€- Tailscale โ€” ื ื™ืฆืŸ ืžื’ื“ืœ: "ืื™ืŸ ืขืœ TAILSCALE ืื™ื–ื” ืžื•ืฆืจ ืžื“ื”ื™ื"
โ€- ืคื•ื“ืงืืกื˜ ื—ืœืœ ืœื™ืœื“ื™ื โ€” ื“ื•ื™ื“ ืฉื™ืชืฃ ืื™ืš ื‘ื ื” ืกื•ื›ืŸ ืฉืžื™ื™ืฆืจ ืคื•ื“ืงืืกื˜ ื—ืœืœ ืขื ืชืžืœื•ืœ, ืกืื•ื ื“, ื”ื’ื™ื™ื” ื‘ืขื‘ืจื™ืช, ืคื•ืกื˜ืจื™ื ื•ื•ื™ื“ื•ื ืžื“ืขื™ ืžืžืืžืจื™ ื ืืกื

โ€๐Ÿ’ก ืคืจื•ื™ืงื˜ื™ื ื‘ืฉืœื‘ื™ ื”ืงืžื”: ACT ื”ืฆื™ื’ื• ืžืขืจื›ืช plug & play ืœ-Company Brain โ€” ืžื•ื“ืœ ืื•ื˜ื•ืžื˜ื™ ืฉืœ ืžืขืจื›ื•ืช ืชื•ื›ื ื” ืฉื ื•ืชืŸ ืœืื™ื™ื’'ื ื˜ื™ื ืฉื›ื‘ืช ื”ื‘ื ื” ืžืฉื•ืชืคืช. โ€ืžืฉื™ืงื™ื ื‘ืขื•ื“ ื›ื—ื•ื“ืฉ, ืžื—ืคืฉื™ื ืืจื’ื•ื ื™ื ืœื”ืชื ืกื•ืช ืœืœื ืขืœื•ืช.

โ€---

โ€ื‘ืชื•ืš ื›ืœ ื”ื‘ื ื™ื™ื” ื•ื”ืงื•ื“, ืชืžืจ ื•ืžืฉื” ื”ื–ื›ื™ืจื• ืœื ื• ืžืฉื”ื• ื—ืฉื•ื‘: ื”ืžื•ื“ืœื™ื ืœื•ืžื“ื™ื ืžืื™ืชื ื• ื‘ื“ื™ื•ืง ื›ืžื• ืฉืื ื—ื ื• ืœื•ืžื“ื™ื ืžื”ื. โ€ื–ื• ื›ื‘ืจ ืœื ืฉืืœื” ืฉืœ "ื”ืื" โ€” ื–ื• ืฉืืœื” ืฉืœ "ืื™ืš ืžืฉื—ืงื™ื ื ื›ื•ืŸ". โ€ื™ื•ื ืฉื”ื™ื” ื‘ื• ื’ื ืงื•ื“, ื’ื ืคื™ืœื•ืกื•ืคื™ื”, ื•ื”ืจื‘ื” ืงื”ื™ืœื”.

โ€ืจื•ืฆื™ื ืœื”ืขืžื™ืง ื‘ื ื•ืฉื ืฉืขืœื”? โ€ืฉืœื—ื• ืœื™ ื”ื•ื“ืขื” ืคืจื˜ื™ืช ื•ืื ื™ ืื—ืคื•ืจ ๐Ÿ”

18:13
Shay

ืขื•ื“ ืขืฉืจ ื“ืงื•ืช ื”ื™ืฉืจืืœื™ื ืžื’ืœื™ื ืื•ืชื• ืžื—ืจ ื”ื•ื ืžื›ืจื™ื– ืขืœ ืคืฉื™ื˜ืช ืจื’ืœ

18:52
RomBot

Avner, the catch is literally in the title โ€” "Personal experimentation only."

What it does:
Aggregates 34 free LLM tiers (Google, Groq, Cerebras, Mistral, NVIDIA, OpenRouter, Cloudflare, Cohere, Z.ai, HuggingFace...) behind one `/v1` OpenAI-compatible endpoint. Claims 7.4B tokens/month, 635 endpoints, 474 model families. Smart routing, automatic failover.

The catches:

1. Your data goes everywhere ๐ŸŒ
Every prompt you send โ€” sprayed across 34 providers. Some of them absolutely log free-tier data. Good luck tracking where your code ended up. Zero privacy.

2. Free tier limits still apply ๐Ÿšซ
Each provider has its own caps โ€” a few million tokens, a few thousand requests/day. The router tries to stay under, but if you're heavy, you'll get rate-limited fast. 7.4B = theoretical aggregate max, not what you get.

3. Model catalog is 30 days stale โฐ
Free version updates monthly. A new model launches today? You'll see it in November. Premium ($19/year) gets same-day.

4. Key storage ๐Ÿ”‘
You give it your API keys. Claims "encrypted" โ€” but it's local. You're trusting a third-party aggregator with all your keys.

5. Reliability roulette ๐ŸŽฐ
Free tiers change without notice. Providers disappear, models get retired, quotas shift. Failover helps, but you're on borrowed infrastructure.

The verdict: Brilliant for learning, experimenting, testing prompts against multiple models. Absolutely not for production, not for sensitive code, not for anything you wouldn't post publicly.

Basically โ€” use it like a playground, not a work tool. ๐Ÿ”

18:52
Avner Hadjadj

ืืฉืžื— ืœืฉืžื•ืข ืžืžื›ื ืื ืžื™ืฉื”ื• ื‘ื•ื“ืง ืื•ืชื•

18:57
Amir

ื ืจืื” ืœื™ ืฉ31 ืืœืฃ ืื™ืฉ ื›ื‘ืจ ื‘ื“ืงื• ืื•ืชื• ืœื?

ื”ืจืขื™ื•ืŸ ืฉื ืฉืžื•ืฆื ื—ืŸ ื‘ืขื™ื ื™ื™ - ื–ื” ื”ื™ื›ื•ืœืช ืฉืœ ื”ืกืฉืŸ ืœื”ืžืฉื™ืš ื’ื ื›ืฉืžื•ื“ืœ ืื—ื“ ื’ื•ืžืจ ืืช ื”ืžื›ืกืช ื˜ื•ืงื ื™ื ืฉืœื•, ื”ื•ื ืื•ื˜ื•ืžื˜ื™ืช ืขื•ื‘ืจ ืœื‘ื ื‘ืชื•ืจ. ืงืฉื” ืœืขืฉื•ืช ืืช ื–ื” ื‘ืœื™ ื”ืจื ืก ื™ื™ืขื•ื“ื™.

ืืคืฉืจ ืœื”ืชืงืจื‘ ืœื–ื” ืขืดื™ ืœื”ื•ืฆื™ื ืืช ื”ืกื™ื›ื•ื ืฉืœ ื”ืฉื™ื—ื” ื”ืงื•ื“ืžืช ื•ืœื”ืขื‘ื™ืจ ืœืžื•ื“ืœ ื”ื—ื“ืฉ

Avner Hadjadj
ืืฉืžื— ืœืฉืžื•ืข ืžืžื›ื ืื ืžื™ืฉื”ื• ื‘ื•ื“ืง ืื•ืชื•

ืžืฉื—ืง ืขื ื–ื” ืขื›ืฉื™ื•... ื™ืฉ ืคื” ืžืฉื”ื•..

19:25
ื ืชื ืืœ

ืื™ ืืคืฉืจ ืœืขื‘ื•ื“ ืขื ื—ื™ื ื. ืืฃ ืื—ื“ ืคื” ืœื ื—ืชื•ื ืขืœ SLA ื•ื”ื•ื ืœื ื™ื›ื•ืœ ืœื—ืชื•ื.
ื•ื’ื, ืœื›ืœ ืžื•ื“ืœ ื™ืฉ ืืช ื”ืื•ืคื™ ืฉืœื•, ื”ืกื™ืกื˜ื ืคืจื•ืžื˜ ื•ื”"ืขื•ืœื"ืฉื‘ื• ื”ื•ื ื—ื™. ืืฉื›ืจื” ืื•ืคื™. ืชื—ืฉื‘ื• ืขืœ 2 ื—ื‘ืจื™ื ืฉืœื›ื, ืื—ื“ ื—ื•ื‘ื‘ ืžืกื™ื‘ื•ืช ื˜ื‘ืข, ื•ืื—ื“ ืกืคืจืŸ ื‘ืกืคืจื™ื” ื”ืขื™ืจื•ื ื™ืช. ืื™ ืืคืฉืจ ืœืกื›ื ืืช ื”ืฉื™ื—ื” ืขื ื”ื‘ืœื™ืŸ ื•ืœื”ืžืฉื™ืš ืขื ื”ืกืคืจืŸ ื›ืื™ืœื• ืœื ืงืจื” ื›ืœื•ื.
ื“ื‘ืจื™ื ืžื”ืกื•ื’ ื”ื–ื” ื™ื›ื•ืœื™ื ืœื”ื™ื•ืช ื˜ื•ื‘ื™ื ืœPOC ืฉืืชื” ืจื•ืฆื” ืœืคืชื•ื— AI ืœื™ื•ื–ืจื™ื ื•ืœื ืจื•ืฆื” ืœื”ืชืกื›ืŸ ื‘ื–ืœื™ืœื” ืฉืœ ื˜ื•ืงื ื™ื ืื• "ื‘ืจื– ืคืชื•ื—".
ื•ืื’ื‘, ื’ื ืืช ื”ื—ืกื ื”ื–ื” ื–ื™ื”ื• ื‘OPENAI ื•ื”ื ืžืืคืฉืจื™ื ืœื•ื’ื™ืŸ ืขื CHATGPT ื‘ืฉื‘ื™ืœ ืฉื”ื™ื•ื–ืจ ื™ืฉืœื ืขืœ ื”ื˜ื•ืงื ื™ื ืฉืœื• ืขืฆืžื•.

19:30
ืื•ืจ ื’ื•ืœื“ื‘ืจื’

ื”ืืžืช ื”ื™ื™ืชื™ ื ื•ืชืŸ ืœื”ื ืคืฉื•ื˜ ืœืขืฉื•ืช ืžืฉื™ืžื•ืช "ืกื™ื–ื™ืคื™ื•ืช" ืœืœื ื”ืจื‘ื” ื”ืงืฉืจ ื›ืžื• ืžื—ืงืจื™ื, ืกืงื™ืจื•ืช ื•ื›ื•'..

19:31
Avner Hadjadj
ื ืชื ืืœ
ืื™ ืืคืฉืจ ืœืขื‘ื•ื“ ืขื ื—ื™ื ื. ืืฃ ืื—ื“ ืคื” ืœื ื—ืชื•ื ืขืœ SLA ื•ื”ื•ื ืœื ื™ื›ื•ืœ ืœื—ืชื•ื. ื•ื’ื, ืœื›ืœ ืžื•ื“ืœ ื™ืฉ ืืช ื”ืื•ืคื™ ืฉืœื•, ื”ืกื™ืกื˜ื ืคืจื•ืžื˜ ื•ื”"ืขื•ืœื"ืฉื‘ื• ื”ื•ื ื—ื™. ืืฉื›ืจื” ืื•ืคื™. ืชื—ืฉื‘ื• ืขืœ 2 ื—ื‘ืจื™ื ืฉืœื›ื, ืื—ื“ ื—ื•ื‘ื‘ ืžืกื™ื‘ื•ืช ื˜ื‘ืข, ื•ืื—ื“ ืกืคืจืŸ ื‘ืกโ€ฆ

ืžืกื›ื™ื. ืื ื™ ืžืจื’ื™ืฉ ืืช ื”ื”ื‘ื“ืœ ื‘ืื•ืคื™ ืืคื™ืœื• ื‘ื™ืŸ ื”ืžื•ื“ืœื™ื ืฉืœ anthropic ืœืžืจื•ืช ืฉื™ืฉ ืœื”ื ื’ื™ืฉื” ืœื›ืœ ื”ืฉื™ื—ื•ืช ื”ืงื•ื“ืžื•ืช ื›ื“ื™ ืœืฉืžื•ืจ ืื•ืชื• ื˜ื•ืŸ ื›ืชื™ื‘ื”

19:36
Amir
ื ืชื ืืœ
ืื™ ืืคืฉืจ ืœืขื‘ื•ื“ ืขื ื—ื™ื ื. ืืฃ ืื—ื“ ืคื” ืœื ื—ืชื•ื ืขืœ SLA ื•ื”ื•ื ืœื ื™ื›ื•ืœ ืœื—ืชื•ื. ื•ื’ื, ืœื›ืœ ืžื•ื“ืœ ื™ืฉ ืืช ื”ืื•ืคื™ ืฉืœื•, ื”ืกื™ืกื˜ื ืคืจื•ืžื˜ ื•ื”"ืขื•ืœื"ืฉื‘ื• ื”ื•ื ื—ื™. ืืฉื›ืจื” ืื•ืคื™. ืชื—ืฉื‘ื• ืขืœ 2 ื—ื‘ืจื™ื ืฉืœื›ื, ืื—ื“ ื—ื•ื‘ื‘ ืžืกื™ื‘ื•ืช ื˜ื‘ืข, ื•ืื—ื“ ืกืคืจืŸ ื‘ืกโ€ฆ

@106055778480165 ืกื—ืชื™ื™ืŸ ืขืœ ื”ื“ื™ืžื•ื™ื™ื. ืžืžืฉื™ืš ืœื’ืœื•ืช ืฆื“ื“ื™ื ื ื•ืกืคื™ื ืืฆืœืš ๐Ÿ™‚

ืฉืชื™ ืžื—ืฉื‘ื•ืช:

1. ืขื ื”ืžื•ื“ืœื™ื ื”ื™ื“ื•ืขื™ื (ืงืœื•ื“, ืงื•ื“ืงืก, ืื‘ืœ ื’ื ืงื™ืžื™, ื“ื•ื•ื™ืŸ swe 2.0 ืฉื ื“ืžื” ืœื™ ืฉื”ื•ื ืฆืืฆื ืฉืœ GLM 5.2) ืœื”ืžืฉื™ืš ืงื•ื ื˜ืงืกื˜ ืขื•ื‘ื“ ื‘ืกื“ืจ ื’ืžื•ืจ. ืื ื™ ืขื•ืฉื” ืืช ื–ื” ื›ืœ ื”ื–ืžืŸ.

ืื ื™ ื›ื‘ืจ ื›ืžื” ื—ื•ื“ืฉื™ื ืœื ืžืžืฉื™ืš ืฉื™ื—ื” ืื ื”ื™ื ืขื‘ืจื” ืืช ื”150-200 ืืœืฃ ื˜ื•ืงื ื™ื, ืืœื ื™ื•ืฆืจ ืฉื™ื—ื” ื—ื“ืฉื” ื•ืจืง ืžื‘ืงืฉ ืžื”ืžื•ื“ืœ ื”ื—ื“ืฉ ืœื”ืกืชื›ืœ ืขืœ ื”ืฉื™ื—ื” ื”ืงื•ื“ืžืช ื•ืœื”ืฉืœื™ื ืคืขืจื™ื (ื–ื” ืืฆืœื™ ืžืžืฉ ืคืงื•ื“ื” ืื—ืช). ื•ื”ืจื‘ื” ืคืขืžื™ื ืื ื™ ืชื•ืš ื›ื“ื™ ื–ื” ืžื—ืœื™ืฃ ืžื•ื“ืœ ื‘ื™ืŸ providers ืื• ืจืžื•ืช - ื›ืžืขื˜ ืืฃ ืคืขื ืœื ื”ื™ื™ืชื” ืœื™ ื‘ืขื™ื” ืขื ื–ื”.

2. ื‘ืžืงื•ื ืฉื™ืฉ ืืชื’ืจ (ืดืื™ ืืคืฉืจ ืœืขื‘ื•ื“ ืขื..ืด) , ื™ืฉ ื’ื ื”ื–ื“ืžื ื•ืช. ืœื‘ื ื•ืช ืžืฉื”ื• ืฉื›ืŸ ื™ืฆืœื™ื— ืœื•ื•ื“ื ืื™ื›ื•ืช , ืฉื™ื‘ื ื” ื“ื™ืจื•ื’ ืคื•ืžื‘ื™ ืœืžื” ืขื•ื‘ื“ ื•ืœืžื” ืœื, ืฉื”ืžืขืจื›ืช ืชืขื‘ื•ืจ ืื•ื˜ื•ืžื˜ื™ืช ื‘ื™ืŸ ืžื•ื“ืœื™ื, ื•ื›ื•ืณ ื•ื›ื•ืณ

19:45
ื ืชื ืืœ
Amir
@106055778480165 ืกื—ืชื™ื™ืŸ ืขืœ ื”ื“ื™ืžื•ื™ื™ื. ืžืžืฉื™ืš ืœื’ืœื•ืช ืฆื“ื“ื™ื ื ื•ืกืคื™ื ืืฆืœืš ๐Ÿ™‚ ืฉืชื™ ืžื—ืฉื‘ื•ืช: 1. ืขื ื”ืžื•ื“ืœื™ื ื”ื™ื“ื•ืขื™ื (ืงืœื•ื“, ืงื•ื“ืงืก, ืื‘ืœ ื’ื ืงื™ืžื™, ื“ื•ื•ื™ืŸ swe 2.0 ืฉื ื“ืžื” ืœื™ ืฉื”ื•ื ืฆืืฆื ืฉืœ GLM 5.2) ืœื”ืžืฉื™ืš ืงื•ื ื˜ืงืกื˜ ืขื•ื‘ื“ ื‘ืกโ€ฆ

ืขืœ ื”ื“ื™ืžื•ื™ื™ื, ืขืœื™ืช ืคื” ืขืœ ืžืฉื”ื• ื‘ืืžืช. ๐Ÿ˜‰
1. ื”ืžื•ื“ืœื™ื ื”ื™ื“ื•ืขื™ื (ื•ื’ื ื”ืคืชื•ื—ื™ื ืฉืขืฉื• ืœื”ื ื“ื™ืกืœืฆื™ื”) ืขืœ ืกื˜ ื”ืžืฉื™ืžื•ืช ืฉืœืš, ื”ื ื“ื™ ื“ื•ืžื™ื. ืœื ื™ื•ื“ืข ืื ื–ื” ืชืงืฃ ืœืขื•ื“ ืžืงื•ืžื•ืช. ื•ื–ื” ื’ื ืชืœื•ื™ ื‘ื”ืจื‘ื” ื“ื‘ืจื™ื, ื›ืžื• ื”ื”ืจื ืก ื”ืกื™ืกื˜ื ืคืจื•ืžื˜ ื•ื›ื•'.
2. ืžืกื›ื™ื ืขืงืจื•ื ื™ืช, ืื‘ืœ ืื™ ืืคืฉืจ ืœื”ื—ืœื™ืฃ "ื‘ืขื™ืช ื”ืชืžื›ืจื•ืช ืœืืœื›ื•ื”ื•ืœ" ืœ"ื”ื–ื“ืžื ื•ืช ื”ืชืžื›ืจื•ืช ืœืืœื›ื•ื”ื•ืœ". ื•ื’ื - ืชืฉืœื•ื ื”ื•ื ืœื ื‘ืขื™ื”! ื—ื™ื ืžื™ื•ืช ื”ื™ื ืชืžืจื•ืจ ืื–ื”ืจื”.
ืื ืื ื™ ืžืฉืœื ืขืœ ืžืฉื”ื• ื•ืื ื™ ืžืงื‘ืœ ืชืžื•ืจื” ืฉื˜ื•ื‘ื” ืขื‘ื•ืจื™ ื‘ืœื™ ื”ืกื™ื‘ื•ื›ื™ื•ืช - ืืขืฉื” ื–ื• ื‘ืฉืžื—ื”. ื›ืžื•ื‘ืŸ ืื›ืชื•ื‘ ืžื™ื“ื™ ืคืขื ืขืœ ื”ืžื—ื™ืจื™ื ื•ื›ื•'. ื•ื’ื ืืฉืื’ ืœืžืขืจื›ื•ืช ื”ื—ื™ื ื•ืš ืฉืœื ื™ื›ื•ืœื•ืช ืœื”ืจืฉื•ืช ืœืขืฆืžื ืžื ื•ื™ื™ ื‘ื•ื˜ื™ืง ื›ืžื• ืฉืœื ื• ืœื›ืœ ืชืœืžื™ื“, ื•ืืขื•ื“ื“ ืฉื™ืžื•ืฉ ื‘ืžื•ื“ืœื™ื ืคืชื•ื—ื™ื ื˜ื•ื‘ื™ื ื•ื–ื•ืœื™ื ืื‘ืœ ืžื•ืจื›ื‘ื•ืช ืžื”ืกื•ื’ ื”ื–ื” ื‘ืฉื‘ื™ืœ ื—ื™ื ื, ืžืœื‘ื“ ื”ืืชื’ืจ ื•ื”ืกื™ืคื•ืง ืฉืœ ื”ื”ืืง, ืœื ืจื•ืื” ืœื”ืฉืงื™ืข ื‘ื–ื”, ืกืคืกื™ืคื™ืฆื™ืช.

19:51
Amir

ืžืกื›ื™ื.

ืืคืจื•ืคื• ื—ื™ืกื›ื•ื ื•ืช - ืืช ื–ื” ืจืื™ืชื?

ืื– ืขื›ืฉื™ื• ื”ื•ื ื”ื›ืจื™ื– ืืช ื”ืชื•ืฆืื•ืช ืฉืœ ื”ื™ื•ื ื”ืจืืฉื•ืŸ:

19:55
ื ืชื ืืœ
Amir
ืื– ืขื›ืฉื™ื• ื”ื•ื ื”ื›ืจื™ื– ืืช ื”ืชื•ืฆืื•ืช ืฉืœ ื”ื™ื•ื ื”ืจืืฉื•ืŸ:

ื”ื˜ืจื™ืง ื”ื›ื™ ื™ืฉืŸ ื‘ืกืคืจ. ืœื›ืชื•ื‘ ื‘ืจืœื™ืก
ืฉืขืฉื™ื ื• ืื•ืคื˜ื™ืžื™ื–ืฆื™ื” ืœืคืจืคื•ืจืžื ืก. ื•ื’ื ืขื™ื’ืœื ื• ืืช ื”ืงืฆื•ื•ืช ืฉืœ ื”ื›ืคืชื•ืจื™ื ื‘ืžืžืฉืง ืœื—ื•ื™ื™ืช ืžืฉืชืžืฉ ื™ื•ืชืจ ื ื•ื—ื”. ืžืœืžื“ื™ื ืืช ื–ื” ื‘ืžื›ืœืœื•ืช. (ืืžื™ืชื™)

ืขืฉื™ื ื• ืžืฉื”ื• ืฉืืชื” ืœื ื™ื›ื•ืœ ืœื”ื•ื›ื™ื— ืื ื”ื•ื ื ื›ื•ืŸ ื›ื™ ื™ืฉ ืžื”ื™ืจื•ืช ืื™ื ื˜ืจื ื˜ ื•ื›ืืœื”. ืื– ืชืืžื™ืŸ ืœื ื•. ื‘ืžื™ืœื™ื ืื—ืจื•ืช ื”ื”ื•ื“ืขื” ื”ื–ื• ืื•ืžืจืช ืื™ืŸ ืจื™ืกื˜. ื—ื›ื• ืœืžื—ืจ ื ืจืื”.

19:57
2026-10-06
ืฉืžื•ืืœ ืคื•ืœื•ื ืกืงื™

@211562170159235 ืžื” ื”ืืชืจื™ื ื”ื›ื™ ื˜ื•ื‘ื™ื ื›ื“ื™ ืœืงื‘ืœ ืกื™ื›ื•ื ai hype radar

06:07
RomBot

โ€โ€ืฉืžื•ืืœ, ื”ื ื” ื”ืžืงื•ืจื•ืช ืฉืœื™ ืœื”ื™ื™ืค-ืจื“ืืจ โ€” ื•ืžื” ืขื•ื“ ืฉื•ื•ื” ืœื”ื›ื™ืจ:

๐Ÿ›ฐ๏ธ ื”ืžืงื•ืจื•ืช ืฉืœ RomBot (ื”ื™ื™ืค-ืจื“ืืจ ื™ื•ืžื™)

GitHub Trending โ€” github.com/trending

โ€ข ืคืจื•ื™ืงื˜ื™ื ื—ื“ืฉื™ื, ื”ื›ื™ ื”ืจื‘ื” ื›ื•ื›ื‘ื™ื ื‘-24 ืฉืขื•ืช
โ€ข ื”ืกื™ื ื•ืŸ ืฉืœื™: AI/ML/agents/devtools, ืžืขืœ 100 โญ

Reddit โ€” 4 ืกืื‘ื™ื:

โ€ข r/singularity โ€” ื”ื›ื™ ืคืขื™ืœ, ื”ื›ื™ ืžืขื•ื“ื›ืŸ
โ€ข r/LocalLLaMA โ€” ืžื•ื“ืœื™ื ืœื•ืงืืœื™ื™ื, ื—ื•ืžืจื”, self-hosting
โ€ข r/ClaudeAI โ€” ื›ืœ ืžื” ืฉืงืฉื•ืจ ืœืงืœื•ื“
โ€ข r/ExperiencedDevs โ€” ืคืจืกืคืงื˜ื™ื‘ื” ืžืงืฆื•ืขื™ืช

YouTube Trending AI โ€” ืกืจื˜ื•ื ื™ื ื•ื™ืจืืœื™ื™ื

โ”€โ”€โ”€

๐ŸŒ ืžืงื•ืจื•ืช ื ื•ืกืคื™ื (ืœื ื ืžืฆืื™ื ืืฆืœื™)

huggingface.co/papers
โ€ข ืžื” ื–ื”: ืžืืžืจื™ื ื—ืžื™ื ื‘-AI
โ€ข ืœืžื” ื˜ื•ื‘: ื”ื›ื™ ืขื“ื›ื ื™, ื”ื›ื™ ืืงื“ืžื™

theainewsletter.com
โ€ข ืžื” ื–ื”: ื ื™ื•ื–ืœื˜ืจ ื™ื•ืžื™
โ€ข ืœืžื” ื˜ื•ื‘: ืกื™ื›ื•ื ืžืกื•ื“ืจ, 5 ื“ืงื•ืช ืงืจื™ืื”

buttondown.com/ainews
โ€ข ืžื” ื–ื”: AI News
โ€ข ืœืžื” ื˜ื•ื‘: ืžืขื•ืœื”, ืžืžื•ืงื“

arxiv.org/list/cs.AI/recent
โ€ข ืžื” ื–ื”: ืžืืžืจื™ื ื˜ืจื™ื™ื
โ€ข ืœืžื” ื˜ื•ื‘: ื’ื•ืœืžื™, ืื‘ืœ ื”ื›ื™ ืžื”ื™ืจ

x.com (Twitter) โ€” ืจืฉื™ืžื•ืช AI
โ€ข ืžื” ื–ื”: ืขื“ื›ื•ื ื™ื ื‘ื–ืžืŸ ืืžืช
โ€ข ืœืžื” ื˜ื•ื‘: ืขืงื•ื‘ ืื—ืจื™ @_akhaliq, @ai_zona

producthunt.com/topics/ai
โ€ข ืžื” ื–ื”: ืžื•ืฆืจื™ AI ื—ื“ืฉื™ื
โ€ข ืœืžื” ื˜ื•ื‘: ืžื•ืฆืจื™ื, ืœื ืžืืžืจื™ื

deeplearning.ai/the-batch
โ€ข ืžื” ื–ื”: ืฉืœ ืื ื“ืจื• ืื ื’
โ€ข ืœืžื” ื˜ื•ื‘: ืฉื‘ื•ืขื™, ืื™ื›ื•ืชื™

ื”ืงื•ืžื‘ื™ื ื” ื”ืžื ืฆื—ืช (10 ื“ืงื•ืช ื‘ื™ื•ื):

1. Reddit r/singularity โ† 3 ื“ืงื•ืช, ืžื” ื—ื
2. GitHub Trending โ† 2 ื“ืงื•ืช, ืžื” ื—ื“ืฉ
3. HuggingFace Papers โ† 3 ื“ืงื•ืช, ืžื” ืขืžื•ืง
4. X/Twitter AI list โ† 2 ื“ืงื•ืช, ืžื” ืขื•ื“

ื‘ื•ื ื•ืก โ€” hyperadar.today โ† ืื™ืคื” ืฉืื ื™ ืžืคืจืกื ืืช ื”ื™ื™ืค-ืจื“ืืจ ืžืจื•ื›ื–. ๐Ÿ”

06:09
ACT
Meshi Oren
ื”ื™ื™ ืžื—ืคืฉ ืขื•ื‘ื“ื™ื? ืื ื™ ื‘ื•ื ื” Ai solutions ื‘ื ื™ืชื™ ืžืœื ืคืชืจื•ื ื•ืช ืžื’ื ื™ื‘ื™ื e2e ื•ืืฉืžื— ืœื”ืจื—ื™ื‘ ื™ื•ืชืจ ื•ืœืฉืœื•ื— ืงื•"ื—

ืžื—ื™ืœื”, ืคืกืคืกืชื™. ื›ืŸ ืžื•ื–ืžื ืช ืœืฉืœื•ื— ื‘ืคืจื˜ื™

08:46
ื”ืฉื™ื—ื” ื”ื‘ืื” ื‘ืขื ื™ื™ื ื™ ื˜ื•ืงื ื™ื, ืžืžืœื™ืฅ ืœื ืกื•ืช ืืช graft:
}