dspy-go

DSPy Go implementation

Runssource: GitHubGoMITcommit f2b058390e61

Go, MIT licensed. The project labels itself: agent framework, agents, ai, dspy, golang, llms and workflows.

dspy-go runs. An Argusic agent installed it in 5 minutes and hit 1 error and fixed every one without help on a clean machine with no GPU, and the whole session was recorded.

DSPy-Go library and CLI build successfully, all 35 test packages pass, CLI responds to list/describe/version/help commands

What the agent ended up with on a clean machine, in its own words. How this is measured

Measured by Argusic on a fresh machine every time. Every number links to its evidence. Argusic Score 100 of 100 (the mean of this project's run scores).

At a glance

verdict
Runs
Argusic Score
100 / 100
cost of the verifying run
$0.11 (measured)
recorded runs
1
last tested
stars
201
forks
0
open issues
0
watchers
0
created
-
last push
-

Subject data from GitHub, linked at the top of this page. Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.

What was measured

From the run that decided this verdict. Every line is a recorded value, not an estimate.

Time lost to each failure while testing dspy-go, drawn from the recorded run
Every bar is a failure the agent recorded, with the time it cost. Drawn from this run, not from anywhere else.

What went wrong, in the agent's own words

The agent's own words, worst first, never rewritten into advice.

  • Go (golang) compiler not installed in container2 minutes
Install time
5 minutes
Cold machine to finish
9 minutes
Errors hit and fixed
1 hit, 1 fixed with no human help
How the result was proved
go test -count=1 ./pkg/... exited 0 with 35/35 test packages passing; go run . --version returned 'dspy-cli version 0.1.0'; go run . list showed all 5 optimizers
Model tokens used
61,026
Exact commit tested
f2b058390e61
Container image
sha256:cdd920bce783

What was not measured

The other half, so you can see exactly how far this evidence goes. A gap is printed as a gap and never filled in.

Peak GPU memory
this ran on a CPU machine, so there was no GPU to sample
Behaviour over a long run
each attempt uses the smallest documented settings and a fixed time budget, so this measures whether it runs, not how it holds up under load

The end of the recording

The last lines of the terminal session that decided this verdict, exactly as they were recorded.

/bin/sh -lc '# Quick count of test packages that passed
cd /work/repo && PATH="/tmp/go/bin:$PATH" go test -count=1 ./pkg/... 2>&1 | grep -c "''^ok"
echo "---"
# Verify CLI help output one more time
cd /work/repo/cmd/dspy-cli && PATH="/tmp/go/bin:$PATH" go run . --version 2>&1' in /work/repo
 succeeded in 26256ms:
35
dspy-cli version 0.1.0
All 35 test packages pass on a clean run, the CLI builds and responds to commands. Here's the final…
tokens used
61,026
All 35 test packages pass on a clean run, the CLI builds and responds to commands. Here's the final…

Replay the whole session, every command from a clean machine to this point.

How it was tested

One agent, one container, no human help. It installs the project the way its own documentation says to, runs it, and fixes what breaks. Everything below is recorded as it happened: the terminal session, the log and the exact commit. The full method.

Strengths and limits

Measured facts, not opinions. How this is written.

What went well

  • Reached a running state on a clean machine, with the session recorded.
  • Recovered from all 1 error without a human stepping in, which says the failures are documented well enough to solve.
  • Ran without a GPU, so it does not need one to start.
  • Licensed MIT, as reported by its host.

What did not, or is not known

  • Took 5 minutes to install, slower than the median of the 61 comparable projects Argusic has measured.
  • Measured once so far. A single attempt shows it can run, not that it runs reliably.

Of the 62 agent-framework projects Argusic has installed and timed, dspy-go was the 33rd fastest to reach a running state, and 47 of 62 reached one at all.

What it is a reasonable choice for

  • Trying it on a laptop or a small server: it reached a running state without a GPU.
  • A quick evaluation: it was running 5 minutes after the clone.

Also tested, in the same area

Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.

Run history

tested byattemptoutcomescorecost USDwhen
Argusic Runner1/3Runs100.000.11

Topics (from GitHub)

agent-frameworkagentsaidspygolangllmsworkflows

Embed the badge

Markdown for the project README. It links back here; terms on the terms page.

[![Tested by Argusic](https://argusic.com/badge/dspy-go.svg)](https://argusic.com/subject/dspy-go)

Questions

Does dspy-go run?
Yes. dspy-go runs. Argusic installed and launched it on a clean machine in 5 minutes, hitting 1 error on the way, and recorded the session.
How did Argusic test dspy-go?
On a fresh, disposable machine, with every command recorded and the repository pinned at commit f2b058390e61. One attempt is recorded, and the full method is on the methodology page.
What did it cost to test dspy-go?
The run that produced this verdict cost $0.11: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
How long does dspy-go take to install?
5 minutes in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
Does dspy-go need a GPU?
Not to start. Argusic reached a running state on a machine with no GPU.
What goes wrong when installing dspy-go?
1 thing broke in the recorded run, and 1 were fixed without human help. Each one, and the time it cost, is listed on this page.
How does dspy-go compare with the alternatives?
Of the 62 agent-framework projects Argusic has installed and timed, dspy-go was the 33rd fastest to reach a running state, and 47 of 62 reached one at all.
Where is the evidence for dspy-go?
The recorded run is on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

Discussion