Hacker ApprovedDepartments

SWE-1.7

Shares rank 10 of 15 coding models by recommenders

Recommended as a fast, low-cost coding model that comes close to frontier performance on price. Most common caveat: benchmark claims are self-reported and it only works inside Cognition's own harness.

Recommended as a fast, low-cost coding model that comes close to frontier performance on price. Most common caveat: benchmark claims are self-reported and it only works inside Cognition's own harness.

34 people gave an opinion

recommend it
14
criticize it
20
approval share
41%
Each figure is one person. RecommendsCriticizes

Recommended in 4 of 13 months

  1. November 2025: recommended
  2. December 2025: not recommended
  3. January 2026: recommended
  4. February 2026: not recommended
  5. March 2026: not recommended
  6. April 2026: not recommended
  7. May 2026: not recommended
  8. June 2026: not recommended
  9. July 2026: recommended
  10. August 2026: not recommended
  11. September 2026: recommended
  12. October 2026: not recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 14 people recommend itNeeds 10 or more, met.
  • 0.7 recommenders for every criticNeeds 2 to 1 or better, not met.
  • Recommended in 4 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Good quality for the price

    “I bought the 20$ subscription and have been using SWE-2 for a few days now, and it's actually good.”

    Comment from 16 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

    “a model from a smaller lab can beat weeks-old Fable 5.1 at 70% lower cost”

    Comment from 10 Sep 2026 in “Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1”

    “great that we have a new leader in performance/price in that segment”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”
  • Impressive technical achievement

    “This is an excellent write up of an excellent technical achievement.”

    Comment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

    “It's seriously quite impressive.”

    Comment from 11 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”
  • Improving with each release

    “windsurf swe-1 is good enough for my use case and swe-1.5 is even better”

    Comment from 6 Jan 2026 in “Why didn't AI "join the workforce" in 2025?”

    “the models did get better but yeah their early product was godawful”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

    “SWE-1.5 was surprisingly good when I used it last.”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

What people warn about

Each mark is one comment

  • Benchmarks self-reported or unverified

    “A company whose first demo was completely fraudulent announces that its model beats GPT-5.5, on its own benchmark?”

    Comment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

    “on their own benchmark that they made, that they ran themselves in their own closed-source ecosystem”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

    “Seems like benchmaxing? For example for Terminal-Bench 4 it doesn't have great results.”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”
  • Only usable in its own harness

    “Would have been worth a consideration if it could have been used beyond it's own harness.”

    Comment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

    “I'm disappointed to see I need to use a bespoke platform to interact with this agent”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

    “they all have desktop apps and have a plan, how do i use SWE-2?”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”
  • Trails rival models in practice

    “1.7 was unusable for me. Took more time thinking than GLM 5.2 and seemed to be generally running in circles.”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

    “I'm not using yet another tool and subscription for a model that isn't even winning.”

    Comment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

    “The model also seems worse in every way than DeepSeek v4.1 Flash, launched today.”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”
  • Uses up paid quota quickly

    “took 14% of my daily quota in one prompt on the $20 plan”

    Comment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

    “it doesn't appear to be free, it used up some of my on demand usage”

    Comment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

Other coding models people recommend

The four most recommended other coding models, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

SWE-1.7 compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Cursor Composer2147973%121 mo11 ownersApproved
Qwen3-Coder1654977%122 mo7 ownersApproved
GPT-5.3-Codex1357863%112 mo4 owners—
Meta Muse Glimmer 30B701880%3——
SWE-1.7This page142041%4——
See all 15 coding models, ranked

What people said

40 of the 41 comments that mention it, newest first. Each links to the original comment.

“Oddly,* SWE-2 is there for me.”

RecommendsComment from 20 Sep 2026 in “Step 5 Preview: Advancing the Pareto Frontier”

“I bought the 20$ subscription and have been using SWE-2 for a few days now, and it's actually good.”

RecommendsComment from 16 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“No it still requires Pro in the CLI.”

CriticizesComment from 14 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“It's seriously quite impressive.”

RecommendsComment from 11 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“Cognition has a good frontier model and they are building serious products”

RecommendsComment from 11 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“I don’t have anyone in my life (Devin shop) saying good things about SWE other than it’s free”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“my personal experience with swe has been…suboptimal”

MixedComment from 10 Sep 2026 in “Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1”

“It’s very far from Fable on benchmarks that matter, like TB4.”

CriticizesComment from 10 Sep 2026 in “Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1”

“great that we have a new leader in performance/price in that segment”

RecommendsComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“a model from a smaller lab can beat weeks-old Fable 5.1 at 70% lower cost”

RecommendsComment from 10 Sep 2026 in “Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1”

“on their own benchmark that they made, that they ran themselves in their own closed-source ecosystem”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“Their Terminal Bench 4 score is soso. Still quite impressive though.”

MixedComment from 10 Sep 2026 in “Cognition's SWE-2 achieves 92.8 on Terminal-Bench 2.1”

“i don't fundamentally see the model being better”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“any claimed improvements in performance should be taken with a grain of salt”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“The horrible website is made by Claude or Cognition is distilled.”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“they all have desktop apps and have a plan, how do i use SWE-2?”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“it doesn't appear to be free, it used up some of my on demand usage”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“this is the definition of bench maxxing”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“the models did get better but yeah their early product was godawful”

MixedComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“Closed weights AND benchmaxxed.”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“1.7 was unusable for me. Took more time thinking than GLM 5.2 and seemed to be generally running in circles.”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“The model also seems worse in every way than DeepSeek v4.1 Flash, launched today.”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“I'm disappointed to see I need to use a bespoke platform to interact with this agent”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“SWE-1.5 was surprisingly good when I used it last.”

RecommendsComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“Seems like benchmaxing? For example for Terminal-Bench 4 it doesn't have great results.”

CriticizesComment from 10 Sep 2026 in “Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astra”

“code that passes tests, but only because they also wrote the tests”

CriticizesComment from 9 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“1.7 tried for 17s before I killed it”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“took 14% of my daily quota in one prompt on the $20 plan”

MixedComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“when I use swe it feels like massive shit”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“the benchmarks they use are cherry-picked”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“This is an excellent write up of an excellent technical achievement.”

RecommendsComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“If I wanted an arranged marriage I could go back to Claude Code.”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“I'm not using yet another tool and subscription for a model that isn't even winning.”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“Would have been worth a consideration if it could have been used beyond it's own harness.”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“Not open source. Also, not available beyond it's own harness.”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“It's pretty good but not Opus 4.8 or Fable levels obviously.”

RecommendsComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“Kinda funny that their "cost-vs-performance" chart looks the same as the one for Composer 2.5”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“A company whose first demo was completely fraudulent announces that its model beats GPT-5.5, on its own benchmark?”

CriticizesComment from 8 Jul 2026 in “SWE-1.7 Reach Near GPT 5.5 and Opus Intelligence”

“windsurf swe-1 is good enough for my use case and swe-1.5 is even better”

RecommendsComment from 6 Jan 2026 in “Why didn't AI "join the workforce" in 2025?”

“Takeaway is that this is sonnet-ish model at 10x the speed.”

RecommendsComment from 8 Nov 2025 in “Cerebras Code now supports GLM 4.6 at 1000 tokens/sec”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.