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ML Research Intern in Agentic Runtime Systems

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Employment
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Please send your resume in English only. Interns are NOT eligible for equipment and other benefits as the position is temporary. The Reality
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Before you apply

New graduates
For current studentsJob title: ML Research Intern in Agentic Runtime Systems

What you’ll work on

Full posting
  • Build verification layers that make agents detect and self-correct hallucinations

  • Enforce agent constraints via constrained decoding or external execution

  • Optimise KV-cache hit rates and design restorable compression strategies

  • Architect agent loops that survive error accumulation

From the employer’s posting
You will build verification layers that force the agent to recognize its own hallucinations and self-correct.
the harness enforces them via constrained decoding or external execution
You will optimise KV-cache hit rates and design "restorable compression" strategies to prevent attention decay.
Architecting loops that survive error accumulation.

What you’ll bring

All qualifications

Core experience

  • Comfortable working with raw model output and building robust software in Python or Rust
  • Systems thinking: state machines, retries, idempotency, serialisation
  • Willingness to dig through long traces of failed agent loops
Qualification wording
You are comfortable working with the raw output of the model and building robust software in Python or Rust around it.
You are interested in the "boring" engineering: state machines, retries, idempotency, serialisation
You are willing to read a 500-line trace of a failed agent loop to find the exact moment the context drifted.

Benefits in the posting

Full benefits wording
  • 👶 Newborn bonus (€500 per child)
  • 🌴 Paid leave
  • Constructor fosters equal opportunity for people of all backgrounds and identities. We are led by a gender-balanced board committed to building a diverse and inclusive organisation where everyone can become their best self. We do not discriminate based on age, disability, gender identity, sexual orientation, ethnicity, race, religion or belief, parental and family status, or other protected characteristics. We welcome applications from women, men and non-binary candidates of all ethnicities and socio-economic backgrounds. We encourage people belonging to underrepresented groups to apply.

From the employer’s posting.

About Constructor TECH

Constructor’s mission is to enable all educational organisations to provide high-quality digital education to 10x people with 10x efficiency.

In the employer’s words · Read in context

Apply at Constructor TECH

Posting record

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Open 7 monthsWe first saw this posting 213 days ago and it is still up. Roles open this long are often slow to fill or kept open to collect applications.

Status in our records
Live
First seen by us
Apr 14, 2026213 days ago
Recorded sightings
161
Last seen by us
Nov 13, 2026

These dates show when we found the posting. Check the employer’s website to confirm it is still accepting applications.

How this job compares

Time since we first saw it

Day 213

Up longer than most. Similar jobs usually come down between day 4 and day 77.

From 51 similar postings that came down. Coming down is not always a hire.

Constructor TECH is hiring

3 open jobs

  • No new data jobs since June
Hiring record

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  • Python
  • Rust
Where the posting names them
- You know that a demo is not a product. You are interested in the "boring" engineering: state machines, retries, idempotency, serialisation — that actually makes agents work. - You are comfortable working with the raw output of the model and building robust software in Python or Rust around it. - You understand why dynamic tool loading destroys inference economics. You prefer deterministic guardrails over "prompting it to be nicer."

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Demand for AI Engineer roles

New AI Engineer postings at the employers we follow are up 134% over the last 6 weeks compared with the 6 before.

Weekly new AI Engineer postings at the same employers, from the week of August 17 to the week of November 2. The fewest in a week was 7, the most 65, and the latest week had 65.
August 17Last week

Each bar is one week of new postings. The darkest bars are the last 6 weeks.

Counted from the hiring pages we’ve followed for at least five weeks, so employers we add don’t look like growth. Updated weekly.

About the role

We file this job under AI Engineer, by the work the posting describes.

AI engineers build products on top of AI models that already exist, most often large language models: they connect a model to a company's data and tools and ship the assistants, agents and search features people use.

Postings ask for strong Python or TypeScript, experience with model APIs, retrieval and agent frameworks, and ways to test whether the model's answers are good enough.

An ML engineer trains and serves models; an AI engineer usually starts from a model someone else trained and builds the product around it, though titles often mix the two.

Job description

View original posting ↗

Our mission

Constructor’s mission is to enable all educational organisations to provide high-quality digital education to 10x people with 10x efficiency. 

With strong expertise in machine intelligence and data science, Constructor’s all-in-one platform for education and research addresses today’s pressing educational challenges: access inequality, tech clutter, and low engagement of students.

Please send your resume in English only.

Interns are NOT eligible for equipment and other benefits as the position is temporary.

The Reality

The frontier models are converging into commodities; the engine is no longer the differentiator. The scarcity in 2026 is not the model.

We are not looking for people to fine-tune Llama on toy datasets or write "better prompts." We are building the runtime systems that turn probabilistic token generation into reliable workers that finish 50-step tasks without spiraling. We are solving the math of multi-step reliability through engineering, not wishful thinking.

What You Will Solve

You will work on the Agentic Harness, treating the LLM as a component within a larger, deterministic control system. Your research will focus on:

  • Architecting loops that survive error accumulation. You will build verification layers that force the agent to recognize its own hallucinations and self-correct.
  • You will implement systems where the agent compiles its own constraints and the harness enforces them via constrained decoding or external execution.
  • You will optimise KV-cache hit rates and design "restorable compression" strategies to prevent attention decay.

Who We Are Looking For

We are looking for systems thinkers who happen to know ML, not the other way around.

  • You know that a demo is not a product. You are interested in the "boring" engineering: state machines, retries, idempotency, serialisation — that actually makes agents work.
  • You are comfortable working with the raw output of the model and building robust software in Python or Rust around it.
  • You understand why dynamic tool loading destroys inference economics. You prefer deterministic guardrails over "prompting it to be nicer."
  • You are willing to read a 500-line trace of a failed agent loop to find the exact moment the context drifted. You care about the "last mile" of reliability.

What We Offer For Interns:

  • Internship Duration: from 2 months or more 
  • Type of internship:
    • 100% remote
    • or hybrid in the office in Bremen (GER), Sofia (BG), Belgrade (SRB), Istanbul (TR), Sakarya (TR), Singapore (SGD) 

What We Offer

  • 💻 Choice of work equipment (e.g., laptop, monitor, etc.)
  • 🇬🇧 English classes (iTalki – $130 monthly)
  • ⏰ Flexible schedule (we usually work between 09:00/10:00 and 18:00/19:00)
  • 👶 Newborn bonus (€500 per child)
  • 🧠 Patent remuneration
  • 🌴 Paid leave
  • 🧑‍💻 Remote work in locations without our offices
  • Hybrid work in locations with offices (2 days in-office, 3 days remote)

Constructor fosters equal opportunity for people of all backgrounds and identities. We are led by a gender-balanced board committed to building a diverse and inclusive organisation where everyone can become their best self. We do not discriminate based on age, disability, gender identity, sexual orientation, ethnicity, race, religion or belief, parental and family status, or other protected characteristics. We welcome applications from women, men and non-binary candidates of all ethnicities and socio-economic backgrounds. We encourage people belonging to underrepresented groups to apply.

Source details

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Pay

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Location & working pattern

Bremen, Germany

- Type of internship: - 100% remote - or hybrid in the office in Bremen (GER), Sofia (BG), Belgrade (SRB), Istanbul (TR), Sakarya (TR), Singapore (SGD) What We Offer
More source context
- 🌴 Paid leave - 🧑‍💻 Remote work in locations without our offices - Hybrid work in locations with offices (2 days in-office, 3 days remote) Constructor fosters equal opportunity for people of all backgrounds and identities. We are led by a gender-balanced board committed to building a diverse and inclusive organisation where everyone can become their best self. We do not discriminate based on age, disability, gender identity, sexual orientation, ethnicity, race, religion or belief, parental and family status, or other protected characteristics. We welcome applications from women, men and non-binary candidates of all ethnicities and socio-economic backgrounds. We encourage people belonging to underrepresented groups to apply.
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