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Devanshu Biswas

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A Search Scope Is a Read Scope: 751 Yes/No Questions Recover Every "Private" Field in My Personal API

A Search Scope Is a Read Scope: 751 Yes/No Questions Recover Every "Private" Field in My Personal API

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4 min read

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Your Vector Store Rejects the Embedder Change That Barely Matters and Cannot See the One That Destroys Retrieval

Your Vector Store Rejects the Embedder Change That Barely Matters and Cannot See the One That Destroys Retrieval

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4 min read
MC Dropout With 10 Samples Is Further From the Truth Than Just Turning Dropout Off. Here Is the Break-Even.

MC Dropout With 10 Samples Is Further From the Truth Than Just Turning Dropout Off. Here Is the Break-Even.

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4 min read
Your 90%-Precision Threshold Delivers 63.5% After a Prevalence Shift — With TPR and FPR Bit-Identical

Your 90%-Precision Threshold Delivers 63.5% After a Prevalence Shift — With TPR and FPR Bit-Identical

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3 min read
I Implemented npm, Cargo, Composer and pip Semver. Only 2 of 13 Ranges Mean the Same Thing in All Four.

I Implemented npm, Cargo, Composer and pip Semver. Only 2 of 13 Ranges Mean the Same Thing in All Four.

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4 min read
I Built a Rig to Show That an Agent's Own Notes Poison Its Context. The Effect Was Not There.

I Built a Rig to Show That an Agent's Own Notes Poison Its Context. The Effect Was Not There.

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3 min read
The Optimistic-UI Rollback Everyone Writes Is Exactly Right for a Toggle and the Worst Option for a Set

The Optimistic-UI Rollback Everyone Writes Is Exactly Right for a Toggle and the Worst Option for a Set

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3 min read
Whatever Length-3 Coin Pattern You Pick, I Have a Reply That Beats It — and My Worst Case Is 2/3

Whatever Length-3 Coin Pattern You Pick, I Have a Reply That Beats It — and My Worst Case Is 2/3

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3 min read
The Change Detector Everyone Writes First Alerts on 48 of 48 Fetches

The Change Detector Everyone Writes First Alerts on 48 of 48 Fetches

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3 min read
Retries Take Your Agent's Success Rate to 96.95% While Exactly-Once Goes Down

Retries Take Your Agent's Success Rate to 96.95% While Exactly-Once Goes Down

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2 min read
Raising the Batch Size Makes Batch Norm's Inference Statistics 13x Worse

Raising the Batch Size Makes Batch Norm's Inference Statistics 13x Worse

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2 min read
Split Before You Scale Guards the Mistake That Costs 0.000168. The One That Costs 0.64 Gets a Footnote.

Split Before You Scale Guards the Mistake That Costs 0.000168. The One That Costs 0.64 Gets a Footnote.

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2 min read
Zero of Ten Ignore Patterns Mean the Same Thing in git, rsync, a Shell Glob and Docker

Zero of Ten Ignore Patterns Mean the Same Thing in git, rsync, a Shell Glob and Docker

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2 min read
Your Schema Says 65% Valid. 45% Are True. The Repair Layer Makes Both Numbers Worse.

Your Schema Says 65% Valid. 45% Are True. The Repair Layer Makes Both Numbers Worse.

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2 min read
Save scrollTop Is Exact on 600 of 600 Journeys, and 0 of 600 Once Three Items Arrive

Save scrollTop Is Exact on 600 of 600 Journeys, and 0 of 600 Once Three Items Arrive

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2 min read
In Undercut the Optimal Strategy Never Names 1 or 2, and the Closed Form Breaks at n=7

In Undercut the Optimal Strategy Never Names 1 or 2, and the Closed Form Breaks at n=7

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2 min read
Read Your Photos' Modification Times and 1,007 of 1,513 Land in the Month You Copied the Library

Read Your Photos' Modification Times and 1,007 of 1,513 Land in the Month You Copied the Library

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2 min read
Your Vector Index Spends 1.40x More on the Queries It Already Answers Perfectly

Your Vector Index Spends 1.40x More on the Queries It Already Answers Perfectly

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3 min read
Rotate the Coordinates and EWC's Penalty Loses 84.8% of Its Value. The Function Never Changed.

Rotate the Coordinates and EWC's Penalty Loses 84.8% of Its Value. The Function Never Changed.

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2 min read
The Exactly-Correct Model Is First on Brier, Log Loss, AUC and Accuracy — and 5th of 10 on F1@0.5

The Exactly-Correct Model Is First on Brier, Log Loss, AUC and Accuracy — and 5th of 10 on F1@0.5

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2 min read
Put the Longer Branch First Is a No-Op in grep and Changes 15.5% of Answers in JavaScript

Put the Longer Branch First Is a No-Op in grep and Changes 15.5% of Answers in JavaScript

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2 min read
The Logit-Bias Ban in Every Provider's Docs Leaves the Word Writable 81% of the Time

The Logit-Bias Ban in Every Provider's Docs Leaves the Word Writable 81% of the Time

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2 min read
Your Focus-Trap Tests Pass for 3,600 of 3,600 Random Element Orders, Which Is Why Six of Seven Traps Are Wrong

Your Focus-Trap Tests Pass for 3,600 of 3,600 Random Element Orders, Which Is Why Six of Seven Traps Are Wrong

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2 min read
The Only Rule Anybody States for Sim Is 570x Ambiguous, and Its Worst Reading Is 56x Worse Than Random

The Only Rule Anybody States for Sim Is 570x Ambiguous, and Its Worst Reading Is 56x Worse Than Random

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2 min read
Your Search Says Five Sources. It Is Standing on 4.75 Documents, and Some of Them Quote Each Other

Your Search Says Five Sources. It Is Standing on 4.75 Documents, and Some of Them Quote Each Other

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4 min read
Widen the Confirmation Window and Every Response-Time Metric Improves While Harm Goes Up 1.65x

Widen the Confirmation Window and Every Response-Time Metric Improves While Harm Goes Up 1.65x

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2 min read
Halve the Model's Error Rate and More Wrong Answers Reach the Customer. Same Reviewer.

Halve the Model's Error Rate and More Wrong Answers Reach the Customer. Same Reviewer.

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2 min read
Averaging Predictions Is a Theorem. Averaging Weights Is a Coincidence That Usually Works.

Averaging Predictions Is a Theorem. Averaging Weights Is a Coincidence That Usually Works.

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2 min read
What ε Actually Buys: Checking a Privacy Guarantee Against Its Own Definition, Not a Simulation

What ε Actually Buys: Checking a Privacy Guarantee Against Its Own Definition, Not a Simulation

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2 min read
NFC(NFD(c)) Fails for 1,120 of the 2,061 Characters That Have a Canonical Decomposition

NFC(NFD(c)) Fails for 1,120 of the 2,061 Characters That Have a Canonical Decomposition

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2 min read
The Same Temperature, top_p and top_k Do Not Mean the Same Thing in Two Mainstream Stacks

The Same Temperature, top_p and top_k Do Not Mean the Same Thing in Two Mainstream Stacks

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2 min read
The Drag Threshold in the Most Code Calls 959 of 960 Deliberate Clicks a Drag

The Drag Threshold in the Most Code Calls 959 of 960 Deliberate Clicks a Drag

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2 min read
In Wythoff's Game, Playing the Nim Strategy Is 22x Worse Than Closing Your Eyes

In Wythoff's Game, Playing the Nim Strategy Is 22x Worse Than Closing Your Eyes

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2 min read
Widen the Worker Pool From 1 to 24 and Every Number the Broker Reports Is Identical. Lost Updates Go 0 to 1,710.

Widen the Worker Pool From 1 to 24 and Every Number the Broker Reports Is Identical. Lost Updates Go 0 to 1,710.

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2 min read
Temperature 0, a Fixed Seed, and a Different Reply Anyway — Because of Who Else Was in Your Batch

Temperature 0, a Fixed Seed, and a Different Reply Anyway — Because of Who Else Was in Your Batch

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1 min read
The Tornado Chart Is Blind to the Thing That Goes Wrong, Because the Base Case Is Where Nothing Does

The Tornado Chart Is Blind to the Thing That Goes Wrong, Because the Base Case Is Where Nothing Does

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2 min read
The Softmax Bottleneck Is an Integer, and the Thing It Predicts Is Continuous

The Softmax Bottleneck Is an Integer, and the Thing It Predicts Is Continuous

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2 min read
A Generalization Bound Is Correct, and This Page Measures What It Is Worth

A Generalization Bound Is Correct, and This Page Measures What It Is Worth

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2 min read
CREATE TABLE p(x FLOATING POINT) Is an INTEGER Column

CREATE TABLE p(x FLOATING POINT) Is an INTEGER Column

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1 min read
Line-Range Edits Are Wrong on 93.14% of Three-Hunk Calls and Refuse 0.00% of Them

Line-Range Edits Are Wrong on 93.14% of Three-Hunk Calls and Refuse 0.00% of Them

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2 min read
Five of Eight Input Masks Pass Every Test, Four of Those Five Are Wrong, and Backspace Does Nothing in Exactly Three Places

Five of Eight Input Masks Pass Every Test, Four of Those Five Are Wrong, and Backspace Does Nothing in Exactly Three Places

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2 min read
Counting the Edges in Hackenbush Is Exactly a Coin Flip, at Every Even Length, Forever

Counting the Edges in Hackenbush Is Exactly a Coin Flip, at Every Even Length, Forever

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2 min read
Log Coverage Is 1.0000 at Every Schema Width, Including the Width Where the Record Is Empty

Log Coverage Is 1.0000 at Every Schema Width, Including the Width Where the Record Is Empty

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2 min read
Your Decontamination Report Measures the N-Gram Overlap It Happened to Look For

Your Decontamination Report Measures the N-Gram Overlap It Happened to Look For

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2 min read
Four of Six Self-Checks Cannot Fail, and the Two That Can Go Red on the Better Configurations

Four of Six Self-Checks Cannot Fail, and the Two That Can Go Red on the Better Configurations

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2 min read
The Honest Gradient Through a Binary Bottleneck Is Not Small. It Is Exactly Zero on 42 of 42 Coordinates.

The Honest Gradient Through a Binary Bottleneck Is Not Small. It Is Exactly Zero on 42 of 42 Coordinates.

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2 min read
Two Groups With Identical ROC Curves, Identical TPR and FPR to the Last Bit, and a 13-Point Selection Gap

Two Groups With Identical ROC Curves, Identical TPR and FPR to the Last Bit, and a 13-Point Selection Gap

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2 min read
5.21% of DEFLATE Matches Copy Bytes That Have Not Been Written Yet

5.21% of DEFLATE Matches Copy Bytes That Have Not Been Written Yet

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2 min read
71.53% of Prompt Cut Positions Are Not a Token Boundary of the Text That Follows

71.53% of Prompt Cut Positions Are Not a Token Boundary of the Text That Follows

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2 min read
Seven of Nine Scroll-Spy Implementations Pass the Only Test Anyone Writes, and Six of Those Seven Are Wrong

Seven of Nine Scroll-Spy Implementations Pass the Only Test Anyone Writes, and Six of Those Seven Are Wrong

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2 min read
A Grid Search for Kuhn Poker's Optimal Strategy Finds Either q/3 + 1 Answers or Exactly Zero

A Grid Search for Kuhn Poker's Optimal Strategy Finds Either q/3 + 1 Answers or Exactly Zero

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2 min read
Twelve of the Twenty-Four Sandbox Settings Do More Harm Than Having No Sandbox At All

Twelve of the Twenty-Four Sandbox Settings Do More Harm Than Having No Sandbox At All

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2 min read
Context Utilisation Separates Six Packers by 2.45%. Whether the Answer Survived Separates Them by 56.56%.

Context Utilisation Separates Six Packers by 2.45%. Whether the Answer Survived Separates Them by 56.56%.

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2 min read
The Recogniser With the 36% Worse Word Error Rate Retrieves Better

The Recogniser With the 36% Worse Word Error Rate Retrieves Better

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2 min read
The LoRA Rank That Wins Is Never the Rank the Task Actually Has

The LoRA Rank That Wins Is Never the Rank the Task Actually Has

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2 min read
A Clustering That Knows Nothing Scores 0.5033. One That Gets Half the Items Right Scores 0.3118.

A Clustering That Knows Nothing Scores 0.5033. One That Gets Half the Items Right Scores 0.3118.

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2 min read
The tar Path Limit Is Not 255 Bytes, and the Wrong Number Scores Better Than the Right One

The tar Path Limit Is Not 255 Bytes, and the Wrong Number Scores Better Than the Right One

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2 min read
Your Stop Sequence Fires on 100% of the Replies It Must Not Touch and 0% of the Ones It Was Installed For

Your Stop Sequence Fires on 100% of the Replies It Must Not Touch and 0% of the Ones It Was Installed For

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2 min read
Five of Eight Toolbar Implementations Satisfy the Only Property Anyone Tests, and Three of Those Five Are Wrong

Five of Eight Toolbar Implementations Satisfy the Only Property Anyone Tests, and Three of Those Five Are Wrong

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2 min read
Hold at 20 Is a Theorem, and It Is Not Even a Local Maximum

Hold at 20 Is a Theorem, and It Is Not Even a Local Maximum

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2 min read
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