Marc Brooker, an AWS engineer, responded to questions about why the strands-decider-2B model uses a modified decoder (LLM) architecture rather than a bidirectional encoder like BERT. He ran comparisons across five model designs, including the existing Qwen3.5-based decoder (v19), two encoder-decoder variants built on T5Gemma 2 at different parameter sizes, and encoder-only models based on T5Gemma. The post presents these as empirical tests of whether bidirectional encoders outperform causal decoders for this classification-style task.
brooker.co.za:443
· 2026-10-14
The New York Times Strands puzzle for October 8, 2026, features the theme 'A star is born' and includes the answer 'LUMINARY' as its spangram. Players are guided to find words related to fame and recognition, such as 'FAME' and 'CELEBRITY,' to uncover theme words and complete the puzzle.
cnet.com
· 2026-10-08
Strands Labs has launched Strands Decider 2B, a small open-source 'decision model' built for fast local experimentation within its strands-labs initiative. Unlike general-purpose LLMs, it is designed to choose among predefined options or assign numerical scores rather than generate free-form text, and it also outputs a reliability score for each decision. The model is intended to integrate with the Strands Harness SDK and the recently launched Strands harness.
strandsagents.com
· 2026-10-07
Amazon Web Services released Strands Decider 2B, an open-source model built to choose between preset options and output a confidence score rather than generate text. It is small enough to run locally, launched the same week OpenAI unveiled a similar tool, and originated as a side project by AWS distinguished engineer Marc Brooker after he saw TypeSafe's Jev model.
techcrunch.com
· 2026-10-01
Strands harness is a preassembled agent harness that developers can run locally or deploy to cloud providers with a single line of Python or TypeScript code, released under an Apache 2.0 license. It is designed as a general-purpose agent rather than a coding-specific one, and its makers report it costs 28% less than comparable harnesses across six benchmarks while maintaining similar or better accuracy, and 77% less than Claude Code on the Fable 5 benchmark while scoring higher on Terminal Bench 2.1.
strandsagents.com
· 2026-09-23
CNET's daily coverage of the New York Times Connections puzzle offers hints and answers for game #1196, which the writer describes as trickier than usual. The four categories are organized by difficulty, from an easy yellow group to a challenging purple group that plays on math terminology.
cnet.com
· 2026-09-18
CNET released the solutions for the September 18 edition of NYT's Strands puzzle, themed around agreements. The nonspangram words were PACT, TREATY, CONTRACT, COVENANT and AGREEMENT, with the spangram revealed as LETSMAKEADEAL.
cnet.com
· 2026-09-18
CNET published its daily rundown of answers and hints for the New York Times Mini Crossword, covering both the across and down clues for the Sept. 17 puzzle. The list includes terms like QUACK, UNCLE, IDIOT and KEGS across, and QUIRK, UNDUE, ACING and KETO down.
cnet.com
· 2026-09-17
CNET published its daily hints and full answer list for the New York Times Strands puzzle, edition #928, dated Sept. 17. The day's theme centers on classic newspaper comic strips, with answers including ZIPPY, ZITS, MUTTS, BLONDIE, PEANUTS and PICKLES, alongside a spangram tying the theme together.
cnet.com
· 2026-09-17
CNET's daily guide covers Strands puzzle #927, themed around words meaning showy or eye-catching. The guide lists helper words to unlock in-game hints and reveals the six theme answers—JAZZY, VIVID, BRIGHT, FLASHY, VIBRANT and STRIKING—plus the connecting spangram.
cnet.com
· 2026-09-15
CNET published its daily hints and full solutions for the NYT Strands puzzle #924, dated September 13. The puzzle's theme, tied to secret agents and espionage, centers on the spangram UNDERCOVER along with related words like MOLE, AGENT, ASSET, PLANT, OPERATIVE and COUNTERSPY.
cnet.com
· 2026-09-12
The New York Times is rolling out a new set of exclusive puzzles for subscribers, released every Wednesday. The lineup includes five to six variants each week, such as Wordle in 1, Connections 3x3, Colorful Strands, Mystery Mini, and themed Special Crosswords sometimes made with celebrities like Nick Offerman and Gabby Windey.
theverge.com
· 2026-09-02
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