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u/Soft-Application-952

▲ 0 r/LLMDevs

Impressive size for open weights, Ant group officially opensourced Ring-2.6-1T for the community!

With adaptive reasoning effort across high and xhigh modes, Ring-2.6-1T dynamically allocates reasoning budget based on task complexity. This enables stronger performance with lower token overhead, especially in tool-heavy and multi-turn agent workflows.

u/Soft-Application-952 — 7 hours ago
▲ 38 r/GithubCopilot

For real repo work, when does lower token burn beat a flashier coding model?

Question for people who use GitHub Copilot plus another model for the harder stuff. Once you move beyond autocomplete and start doing real repo work—multi-file edits, patching existing code, cleaning up messy context, or turning notes/specs into an implementation plan—what do you value more:

  1. the model that looks smartest in one turn, or
  2. Which model that wastes fewer steps and keeps the task moving?

That is basically why Ling-2.6-1T is interesting to me as an alternative to test in a Copilot-adjacent workflow. The pitch is less about showy reasoning and more about precise instruction following, long-context task handling, tool-use fit, and production-style efficiency. The coding-assistant failure mode I care about most is not “it is dumb.” It is:

  • drifts off scope
  • burns extra turns
  • loses structure after more context accumulates
  • turns a simple patch into a long debugging loop

If a model is a little less dramatic but much better at staying inside the repo, following the brief, and converting messy inputs into a clean next step, that can be the better coding assistant in practice. Curious how people here think about that tradeoff when Copilot is part of the workflow but not the only model in the stack.

reddit.com
u/Soft-Application-952 — 17 hours ago
▲ 19 r/awards

Wait, I never knew there were full-screen animations for these awards! 🤯

I wonder how does it look for the paid ones

u/Soft-Application-952 — 1 day ago
▲ 3 r/buysellusedbooks+2 crossposts

Arihant NEET PYQ Book - ₹250
PW Rankers Test Series + OMRs - ₹250 (used only 4-5tests otherwise all sealed)
Oswaal 10 Years PCM - ₹300 (ignore this as it contains PCM works for PCMB peoples)
MTG Biology PYQ - ₹150
Educart Physics QB - ₹150
Class 12 Aakash Modules

+ Shipping charges

All books are in almost new condition only some pencil marks.

u/Soft-Application-952 — 9 days ago
▲ 11 r/MEDICOreTARDS

I watched this same video learnt some tricks to remember and was able to solve all the PYQS.(attaching PYQs too for practice you will be able to solve all of them)d was able to solve all the PYQS.(attaching PYQs too for practice you will be able to solve all of them)d was able to solve all the PYQS.(attaching PYQs too for practice you will be able to solve all of them)

STEP 1)Watch the video (then if you dont know anything and cant even remember anything how the NOR gate looks how the AND gates looks i am attaching tricks made by ai just do 1-2 questions and you will be able to understand it)

https://www.youtube.com/watch?v=pZdQAzLbFTo (you can ignore the XOR and XNOR gates which is in the end of the video they are not mostly asked)

TRICK-

Mainly AND OR samjhlo sahi se and dono ka Y yaad karlo and uske outcomes samjh lo.

AND — Y = A·B

  • Y=: dot = both must press (1·1 only = 1)
  • Symbol: flat back, D-curve front
  • Truth table: only the LAST row is 1, all others 0. "Strict boss gives holiday only on the last day"

OR — Y = A+B

  • Y=: plus = even one is enough
  • Symbol: curved back, arrow-tip front
  • Truth table: only the FIRST row is 0, all others 1.

NOT — Y = Ā

  • Y=: bar on top = flips it
  • Symbol: triangle + bubble (○)
  • Truth table: just swap 0↔1. Two rows, always opposite.

NAND — Y = (AB)' AND + Bubble

  • Y=: bar over AND = flip AND's column
  • Symbol: D-shape + bubble at output
  • Truth table: flip AND → only the LAST row is 0, all others 1. "AND upside down"

NOR — Y = (A+B)' AND + Bubble

  • Y=: bar over OR = flip OR's column
  • Symbol: arrow-tip + bubble at output
  • Truth table: flip OR → only the FIRST row is 1, all others 0. "OR upside down"

[Bubble means inverse uska ekdam ulta karo]

STEP 2)

SPAM PYQs (1-2 ka solution dekh ke karoge sarey hojayenge)

Answers of PYQs are included on the next slide of the questions.

goodluck

u/Soft-Application-952 — 14 days ago
▲ 141 r/MEDICOreTARDS

This contains mostly all the formulas mostly asked acc to PYQS you can expect atleast 30-40 marks if you dont know anything in physics by these formulas. (kuch nahi toh star marked wale toh yaad kar hi lo)

goodluck

u/Soft-Application-952 — 14 days ago